{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install MedShapeNetCore"
      ],
      "metadata": {
        "id": "TAjqgFA5F6ju"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Check the general information about MedShapeNetCore:"
      ],
      "metadata": {
        "id": "dx_T4jnqI0eG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m MedShapeNetCore info"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P7Wpa7CpI--g",
        "outputId": "92e56ac1-12c8-4d40-fa89-08d1446bb950"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "______copyright\n",
            "MedShapeNetCore v0.1.0\n",
            "Homepage: https://github.com/Jianningli/medshapenet-feedback/\n",
            "Contact: Jianning Li, jianningli.me@gmail.com\n",
            "______available datasets\n",
            "ASOCA:     {'url': 'https://zenodo.org/records/10423181/files/medshapenetcore_ASOCA.npz?download=1', 'size': '41.8Mb', 'link': 'https://asoca.grand-challenge.org/', 'information': 'coronary arteries', 'avi_keys': ['mask', 'point', 'mesh->vertices->sample index', 'mesh->faces->sample index', 'label']}      \n",
            "___\n",
            "FLARE:     {'url': 'https://zenodo.org/records/10423181/files/medshapenetcore_FLARE.npz?download=1', 'size': '555Mb', 'link': 'https://flare.grand-challenge.org/', 'information': 'abdominal organs', 'avi_keys': ['organ->mask', 'orgna->point', 'organ->mesh->vertices->sample index', 'organ->mesh->faces->sample index']}      \n",
            "___\n",
            "KITS:      {'url': 'https://zenodo.org/records/10423181/files/medshapenetcore_KITS.npz?download=1', 'size': '401Mb', 'link': 'https://kits-challenge.org/kits23/', 'information': 'kidney and kidney tumor', 'avi_keys': ['mask', 'point', 'mesh->vertices->sample index', 'mesh->faces->sample index', 'label->mask']}       \n",
            "___\n",
            "PULMONARY: {'url': 'https://zenodo.org/records/10423181/files/medshapenetcore_PULMONARY.npz?download=1', 'size': '1.14Gb', 'link': 'https://arxiv.org/pdf/2309.17329.pdf ', 'information': 'pulmonary arteries, including the airway,artery, vein', 'avi_keys': ['organ->mask', 'orgna->point', 'organ->mesh->vertices->sample index', 'organ->mesh->faces->sample index']}    \n",
            "______basic commands\n",
            "['python -m MedShapeNetCore download DARASET', 'python -m MedShapeNetCore clean', 'python -m MedShapeNetCore check_available_keys DARASET']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Download a dataset 'ASOCA':"
      ],
      "metadata": {
        "id": "xMWvJRGZJEZ-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m MedShapeNetCore download ASOCA"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BbNKePg2JKUH",
        "outputId": "8bd6d458-c57a-4672-e1b5-9b416f4f699a"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "downloading...\n",
            "[################################] 42842/42842 - 00:00:12\n",
            "download complete...\n",
            "file directory: ./medshapenetcore_npz/medshapenetcore_ASOCA.npz\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Check the available keys of the dataset 'ASOCA':  "
      ],
      "metadata": {
        "id": "FWlP-1PuJ3Ga"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m MedShapeNetCore check_available_keys ASOCA"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vN_MYPZHKBvv",
        "outputId": "0cd47197-78f1-4386-bcca-583c0ac12e53"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "___size___\n",
            "mask: Mx(LxWxH) \n",
            "point: MxNx3  \n",
            "mesh->vertices->sample index:  Nvx3  \n",
            "mesh->faces->sample index:  Nfx3  \n",
            "label:Mx1, heathy (0), pathological (1) \n",
            "label->mask:Mx(LxWxH) \n",
            "___notation___\n",
            "M:  the  number of samples\n",
            "sample index: integer from 0 to M  \n",
            "N:  the number of points \n",
            "N:  the number of points \n",
            "Nv: the number of vertices of the sample  \n",
            "Nf: the number of faces of the sample \n",
            "\n",
            "___AvailableKeys___\n",
            "['mask', 'point', 'mesh->vertices->sample index', 'mesh->faces->sample index', 'label']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Import and initialize the classes for the processing of the dataset 'ASOCA':"
      ],
      "metadata": {
        "id": "AwgRL7jTKPSy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from MedShapeNetCore.MedShapeNetCore import MyDict,MSNLoader,MSNVisualizer,MSNSaver,MSNTransformer\n",
        "msn_loader=MSNLoader()\n",
        "msn_vis=MSNVisualizer()\n",
        "msn_saver=MSNSaver()\n",
        "msn_transformer=MSNTransformer()"
      ],
      "metadata": {
        "id": "-XUrf4T8KUsr"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load the dataset:"
      ],
      "metadata": {
        "id": "fwBYC4XBLapI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "asoca_data=msn_loader.load('ASOCA')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "irN7bo8XLfJ7",
        "outputId": "b523490a-24ec-4ce0-bcff-0d77d73955f5"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "current dataset: ./medshapenetcore_npz/medshapenetcore_ASOCA.npz\n",
            "available keys in the dataset: ['mask', 'point', 'mesh', 'labels']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Access the volume, point, and mesh data through available keys, and visualize them:"
      ],
      "metadata": {
        "id": "r--gtrsAMIzU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "volume=asoca_data['mask']\n",
        "points=asoca_data['point']\n",
        "mesh_vertice=asoca_data['mesh']['vertices']\n",
        "mesh_face=asoca_data['mesh']['faces']\n",
        "print(volume.shape)\n",
        "print(points.shape)\n",
        "print(mesh_vertice.shape)\n",
        "print(mesh_face.shape)\n",
        "print(mesh_vertice[0].shape)  # choose the first sample\n",
        "print(mesh_face[0].shape)     # choose the first sample"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IML_pivmMY-z",
        "outputId": "602c3fd0-426c-43ec-cdcf-a524f9224bd6"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(40, 256, 256, 256)\n",
            "(40, 65536, 3)\n",
            "(40,)\n",
            "(40,)\n",
            "(14553, 3)\n",
            "(46224, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "msn_vis.plot_mask_projection(volume[0]) # visualize the projection of the first sample in axial, sagittal and coronal plane"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 211
        },
        "id": "EdCggMO1NbJL",
        "outputId": "53a9f863-a63f-4125-c8eb-ec608d15a30a"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "msn_vis.plot_point(points[0][:,0],points[0][:,1],points[0][:,2]) # visualize the first point cloud"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 653
        },
        "id": "6Lh4EqjmNx-T",
        "outputId": "8ad2a81d-4ce8-4e04-e178-7facbcd2ce3f"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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TiQy1YKKQoWmId1CpcHEuak40yVddPDExUbRILcd+ud+7TqeDw+GAw+FAc3MzOI4TxvEtLCzg4sWLMJvNQqjZ4/FkiWIavLibQbt9AB0euELQgp3iULPJZBI8iel0GqlUKkskiuc2Kx0WZ1y5MFHI0CS5vQfVytFRK3xMwsUmkymruljJa6DG9dbr9XC73XC73WhtbUUmkxGKVqamptDX1wer1Qqv1wuO41T34m4HtCC2AO3YKfZobhRuZiKRoRZMFDI0B+k9SDZ8NUMtahSakHDxzp07sXv37qwNQmmRqrany2AwwOfzwefzAQBSqRRWVlYQDAaxvLyMZDKJ5557TvAiut1u6iqbaRcyWhFbWrJzI1G3lUgE8k9bYSKRIRVMFDI0g3hUnVrh4lyUFGGFNqNWyh5aimzEmEwmVFdXo7q6Gg6HA/Pz82hoaEAoFMLAwACSySRcLpcgEp1OJ9tQC0Dt79lWEPGkhc8y3xjKjdhIJKZSKSSTSeH3TCQypIKJQoYmIAUHs7OzaG5upkIQAsoVmmwULs5nD21CTU30ej3q6upQV1cHnucRi8WEyubp6WlwHJc1s9lutyt6X2nhs9KSjTSsCVtRTkFMPpFIHpSJJzFXJJLqZgajEJgoZFAPWfSi0ShGRkbQ0tKitkkCShSabBYuzuVK9xTmIrZPp9PBarXCarWisbERPM8jEokgGAwiFAphbGxMyFkk7W+UqGymfcPWQlhWS6KQ53nJUhhIvqH42GS9zOdJFFc3Mxj5YKKQQS25o+oMBgN1hQNyCqNCwsVK2pPvXFpGp9PBbrfDbrcLlc3r6+sIBoNYXFzE0NAQzGZzVvsbucYF0g7tn7WWRGEx4eNiKUQk6vX6ywpXtHDdGMrARCGDSvL1HqRRFMpVaFJouDiXUsLZ5WwItHsKi0Gv18PlcsHlcgmVzaurqwiFQpiZmUF/fz+sVmuWSDSZTGWdUwvXT0s2aiGXTsl+ioWKxNycRCYSr1yYKGRQx0a9B0molqZwlhyeuWLCxfnsUQothI/LwWAwwOv1wuv1AnixspmEmnt6emC324VQs8vlgtG4/ZZUmr5vG8E8hYUhFonkmpHRoIlEgolEBhOFDHoQ9x7MN6qOLKQklEwDUhaalBIultOeQs51JSGubAaAZDIp5CMODg4ikUjA6XQKXkSXy1XQ5k/7ddSCKBS3p6IdWqqkxY20gfwicWVlBUajET6fj4nEKwQmChlUwHEc0un0pqPqyL9p8k5JVWhSarg4l1IW6+0aPpZ74zKbzUJlM4CsyubZ2Vmk0+msymaHw6HJzVQLolBrnkIa7cwnEpeWllBRUQG73Y5kMgkgf59EGt8PozSYKGSoijjHhWw+Gy0wYk8hLUgRQi0nXCyHPcWci/EiFosFFosFDQ0NQmUzEYnj4+PQ6XRwu93CSD6r1Uq1qNYSWhCuBDXDx8VAog5GozFrJB/P80gkElnhZlK0YjQaqWkXxigNJgoZqpFbTLLVZBIaRWE5hSbpdBr9/f1lhYtzudImmmyFWvaJK5t37NgBjuMQDocRDAaxtLSE4eFhGI1GcByH5eVlGAwGWCwWVWzdCi0ILlpCsoWgJVvFAla8PhsMhiyRGI/HhdcQkUg8iUwkagsmChmqQLyDmUym4EWDLEo0icJS7ZEqXJzPnmKFEFnYSzkXozD0ej2cTiecTidaWlqQyWSwtrYGv9+PxcVFjI2NobKyMquy2Ww2q202AG2IQlpDsvnQmq1bjeQDNheJxIPIRKI2YKKQoSi5vQeLXSDUmDW8GaWIMCnDxVLYUw60ewppxWAwwOPxQKfT4dChQ6ioqBAqmycmJtDb2ytUNpOZzWpWNtO+iWtBuBK0Ej4GShvJB2SLRI7jBJGo1+svy0lkIpEumChkKEa+3oPFLga0icJiCk3kCBfnwiaaaBOj0YiqqipUVVUBuFTZTPIRh4aGEI/H4XA4hPY3TqdTsQp8LXzGWhKFWgsfl3qfbSYSE4kE4vE4E4kUwkQhQxFIm4NSvINiaBWFW21KcoWLc2GFJi9Cu32EfHaazWbU1taitrYWABCPxxEKhRAMBtHb24t0Og2Xy5VV2SyX0NCC4NKCjYTtEj4ultyccbJuZjIZZDKZDQtXtso1Z0gLE4UMWSFfelJdXO5TII05hcDmm5Kc4eJ89rDw8fajsrIS9fX1qK+vB8/ziEajgidxcnISPM9n5SPabDbJNlItCC6ted+YrS+KRHJ8sUhMp9PC73NzEplIlBcmChmyUUjvwWKRqi+gVJD3k2/xVCJcnM8epT2FNIsGmu6VfJRa4GOz2WCz2dDU1ASe57G+vo5QKIRAIICRkREhZ5G0vym3spnWz5egJe+blgQsKQRUgo1EYjqdRiqV2lAkauVaagUmChmSU0zvwWKhMXwMXL65KxUuzoWFj7VHuddRp9MJlc07d+4Ex3HCzOa5uTkMDg6ioqIiy5NYUVFR8PFpF9YA3Q8muTBPYWEUIxJJuJmJxPJhopAhKeJRdcDWvQeLhTZRmG/KipLh4nz2FLuJl/v5aGlDvhLQ6/WC+AMueayJSJyamkJfXx9sNltWZbPJZNrweFr4fLVgI0FLXk3aRopuJhLJWL4dO3ZkTVthIrE4mChkSIa496D4yysltIlCcUNtNcLFuTBPobZQ4rMis2t9Ph8AIJVKCfmIIyMjiEajcDgcQqjZ5XJlCQEtCC4t2Ai8KGS0IlRo9mrmisT19XVMTU2hrq5u05F8tL4fWmCikFE25fYeLAbaRCF5n+FwGAMDA4qHi/PZo3S4TwvhRcaLmEwm1NTUoKamBsCLlc2hUAj9/f1IJpNZlc0A/Q8ANIsXMeS7ogVbOY7TnIAl+YZAdhpTKpUCcOk+FotEUt3MeBEmChllIUXvwWKgrfqYcP78ebS0tCgeLs5FyfAx7Ysp7fYR1LYzt7I5FosJ7W+mp6cBAP39/fD5fPB4PLDb7arbnItWPIVk7dKCrVoSsMDlRTEk35AgFonJZFLwNBKRKK5uvpJhopBRMlL1HiwGmjyFJFwMAAcOHMCOHTtUtki96mPG9kCn08FqtcJqtaKxsRGZTAaPPvooXC4XQqEQxsbGsnIWSWWz2hupVkShloSW+EFfC2QymU3zHwsRiXq9/rLCFS3cV1LCRCGjaKTuPVgMtIhCcXWxwWCA2+1W2yQApYvCcj4/mkUhs00ampqaYDabwXEc1tfXEQwGsbCwgIsXL8JsNgsC0ev1FlXZLBVaEYVk7dKC0NKSrUDxRTGFisTcnEQt3GflwEQhoyiUDhfnQkOfwtzq4kceeYQKoQqwQhMtooXrSGzU6/VwuVxwuVxobW1FJpPB6uqqEGru7++H1WrN8iRuVtksFVrJfdNS+FjJCJAUlNtTUSwSyRpKomHiaSvbXSQyUcgoGOIdVHOxUNNTuFF1MU0zgFmhiXbQwnXbykaDwQCv1wuv1wvgUmXzysqKEGru6ekRZjaT9jdytDjRiqdQK+IV0E7xDmGr8HExiGc2A1eWSGSikLElub0H1Xx6VEsUbtaMmqbiF+YpfBHa7dMC5F4q9FqaTCZUV1cLD0yJREKobB4cHEQikYDT6RTa3zidTkmEh1Z6/2lJaGnJVkDenor5RCL5L5FIZLXAefLJJ2E0GnHLLbfIYovcMFHI2BSSYyEOe6i5+KohCklYbKNm1DSEtAnMU6g9aBYzxYrCXCoqKlBXV4e6ujrwPI94PI5gMIhQKITp6WlwHCe0v/F6vSVXNmvFU6gV8QooO+JOCqT0FG6FeB80GAxZIvG+++6DzWZjopCxvRAn3dKUW6LX64V8RrlJp9Po6+vD0tLSps2or3RPIROF2x8pvvs6nQ4WiwWNjY1obGwEz/OIRCKCJ3F8fBw6nS4rH9FqtRZ0bq2IQhY+lo9MJgOz2azKucUiMRKJCD1AtQgThYzL4Hke0WgUHMfBaDRSIwgB5QRYMbOLafMUKiVQabknNoOWzyUfNNtGkNNGnU4Hu90Ou92OHTt2CJXNoVAIS0tLGB4ehslkyhKJG30PtSIKtSS0tGQrQM9IvkgkArvdrrYZJcNEISML4h3s6uqCz+dDS0uL2iZloUT4eKtwcS6s0ISO986QnnLDx8UgrmxuaWkRKptDoRBmZmYwMDCAyspKIR/R7XYLniGtCBgthY+1ck0JtIS7o9EoE4UM7ZM7qs5gMFATEhUjpygsNFycy5UaPlbjfNsRmkWCkqIwl9zK5nQ6nVXZTDwyHo8HsVhMtdBhMWhJaGnJVoAuT6HNZlPbjJJhopCRt/cgzaJQDhGyvr6Orq6ukmYX0xY+VloUMrY3tHzGRqMRVVVVqKqqAgAkk0khHzEUCiGTySASiQihZpfLRZ2o0VpOIQ0iq1CULDTZDBY+ZmiajXoPKlnQUQxyeAqLDRfnonVPIXkoKHUSBS2COBdaxMxG0HrdxNBso9lsRm1tLWpra4X73ul0IhQKYXZ2Ful0Oquy2eFwqH5PsPCxfNAQPibFU0wUMjSHuPdgvlF1tIyTy0VKu0oNF+eziZbNs1hRGI/H4ff7sbKyApvNlpWvZTRuvTxoZYOjGZqvoZYKOCoqKtDQ0ICGhgahWC4UCiEYDGJychIA4Ha7BZFYaGWz1HaqLVwKhQaRVQy0eDaZKGRoDo7jkE6nNx1VZzAYkEql1DBvU6QShevr6/D7/TCbzUWHi3OhKa+uGFuCwSD8fj98Ph/279+PcDiMYDCIoaEhxOPxy7wsG20QtLx3hvRoRRTm2qnT6WCz2WCz2dDU1ASe54XK5uXlZYyMjMBoNGZVNlssFkXs1IrQ0pKABegKH7OcQoYmEPceJIvoRgv+dg4flxsulsMmqShEFPI8j7GxMYyMjGD//v1oaGhAKpWC1WoV+mvFYjGhyfDU1BSAS14WkvhvsVhUb2ReCDQLVpptEyPlZxxNZqDTARaTtJv3VuJVp9PB6XTC6XRi586d4DhOqGyem5vD4OAgKioqBE+5x+ORpXCFhY/lgwbPJgkfOxwOVe0oByYKrxByi0m22tBpLTQpxysnVbhYSpukZitbUqkUuru7sba2htOnT8PlcuX9nHObDK+vryMYDGb1j/N6vcIsUMb2RIr7+pc9C/incxMYXYxD/JjZ5DLjY7fvxamd3rLPUaxHU6/XC+IPyK5snpiYQG9vL2w2m+ApLzSdYiu0JLRoCccWCg32JhIJZDIZJgoZdEO8g+RJqpDFkybvl5hS7ZIyXJyLVgpN1tbW4Pf7YbVa0dHRUbAnROxlEfePCwaD4DgOfr8fdrs9Kx9R7cVZS9DsOSonfBxLpvGGf3ke4yv5HxqmV5N423d7AAAdLXa854Y2HGp0Z70mEE7gnx+fwG+GAwiEU0hzAA9AB8Bj0eGtZ5px1zU7yw5z56tsJiKRpFM4HI6syuZS7nGthY+lEMJKwHEceJ5Xfd2JRCIAwMLHDDrJ7T1YzGSS7RQ+ljpcnM8m2j2F5Bq0tbWhra2trA1U3D9ufn4eBw4cQDqdRjAYxMDAAJLJZFZCv1pVnzSLLa1Qjth6y3c6NxSEuTw1HsZT37oAAGh2mfGNNx3Cj84v4JvPzOa3C0AgxuNzj0zgc49M4KPtepz+rddPCsxmM2pqaoR0ing8LrS+6evry6ps9ng8m+bcimHhY3kQ58erSTgchk6ng9VqVdWOcmCicJuSr/dgMYsRreHjYkShXOHiXGgOH2cyGfT392NhYQHHjx8XPCFSYjQa4fP5UFtbC57ns/IRSdUnEYgkH5GxvXMKB+fX0bcQK+l8k6tJvOLrnUX9zUfOcaj1j6J91xpedrAG1+zywaCXTnxVVlaivr4e9fX1WZXN5B7neV7IufV4PLDZbHmvm9aEllZsJXuC2vaSymOtCP98MFG4DSF5XsV6B8VoPXwsZ7i4VJuUQCwKo9Eo/H4/dDodOjo6ZBFjufcWeUq2Wq1oamrKmme7sLCAixcvCgn9ZAM1mUyS26UlaN5AShWu93cvSGzJ1izEgPt6lnFfzzJMAO59w0Fcu0f6h6B8lc3hcBihUAiBQAAjIyMwGAyXVTaT76bawqVQtCZgdTqd6vZGIhFVWh1JCROF2wgSLibVxaUKQkDb4WO5w8W50JhTuLi4iAsXLqChoQH79++X9RpsJhxy59mm02khH3FsbAw9PT1wOByCQCw1V4shD6WGj4eWIzJYUzgpAO/6YR8A4Prdbnzi9n1wW0trzr4VOp0ODocDDocDzc3N4DgOa2trlz0IeTwexONxzYQWtSQKaSgyAbTfjgZgonDbUEjvwWKgNXy8mQBTKlxcjE1qEI1G0dXVhcOHD6O+vl7WcxUbOiehZp/PB+BStR5pMCzO1SKexHJDMTSHaGm2jVCqKDRT5Cl5bHgF133xGVzX4sTX3nxM9vPp9Xq43W643W60trYik8kIRSvLy8sIhUJYWVkRvIhut5tKb7mWRCEtPQrD4fCGqQNagYlCjVNM78FioCkkKmYju5QMF+eziQavaiKRwOjoKFKpFDo6Oorqql/qPVPuvVZRUYG6ujrU1dUJuVokH3F8fFxoHUJEopKfK+MSpXzGO32VwIgMxpTB4+NrOPKJx/DCX3bArGBVrcFgEB6EkskkKioq4HQ6EQwGMTIygmg0mlXZTEv1Pi3et0KgJf8xGo1qepoJwEShphGPqgO27j1YDLQInVzIF1/swVA6XJwLDZ7CUCgEv98Pi8UCm81W9MJEvFal3D9SebzEuVo7duzICsORBsOVlZWCQKTVw1IsNHsVSv1sjzZ5gGfnJbZGGk7+w1P4lzcdwNlWZSIJYjiOg8lkQnV1tRDJIN7yUCgkVO+LK5udTqcqgkdLnkJaBGw4HNZMesBGMFGoUcS9B+VIsKXZUwi82Jeqr68Py8vLslXWFmqTWqFAnucxMTGBoaEh7N27F5WVlRgeHlbs/HIKmtwwHGkwTDwssVjssnxE8feAZrGlFUoNH1+72wuLHojRt4QAAN7x/X40OS7iu287CZ9dOe9zvpY0ud7yWCwmiMTp6WlwHCe0ePJ4PIpVt9LifSsEWsLHWp97DDBRqDnK6T1YDLTmFJJFam1tDT09PTCbzejo6FA1rKiWpzCdTqO7uxurq6s4deoU3G43lpaWFBWoSrbjyW0wnEgkEAwGEQwGMTs7i3Q6LWycXq+X+pw92u0DSheFlSYDPnvnAdzzo34ZrJKG6fUMbvjyswAAuwl45zXNeP3VTXBUyLctblV9LK7eJ9OEIpGIkFIxNjYmPCyRhyFS2Sw1WvIU0iJgmShkKEq5vQeLgXi/aFsYiC3PP/+8auHifDYpvcGvr6+js7MTFoslazqJGj0T1RI3FRUVWb3jcjdPci3m5ubg9XpRUSFP9Wm50O7RLNW+l+ytxq375vDLwRVpDZKBcAr4wiOT+MIjl/pqVhqBt55pwrte0irp51Ns82qdTge73Q673S5UNpORk6Sy2Ww2Zz0MSXWf07b2bwYt4WNWfcxQDCl6DxaDOExLy8JAqosB4ODBg2hsbFTZoksoLcRmZ2fR29uLlpYW7N69O+teUNoWWgRNvs1zamoKExMTmJmZwcDAACwWS1Y+otojvLTiKSyHT772EPxffQYL4bREFilDPA18/clpfP3JafzorUexv8ElyXHLXU/FLZ5IZfPq6ipCoRBmZmbQ398Pq9Wa1SOx1Lxbmtb+raDJU+hySXOvqAUThZQjZe/BYiBPXbSEkMXVxQDgdrvVNUiEUuFjjuPQ39+P+fn5DVvulCIKy72faBQ3er0edrsdZrMZV199NVKplJCPODw8jFgsBqfTKXhX1Ermp51yZwqbjQb89E9O4ZrPnQN9ZWuF8Tvf7MKZnTb86++fLPtYUjevFo+cBCDc58Rb3tPTkzWX3OVyFfQwRKJENHjfCoGWnMJoNEqNs6JUmCikGCXDxbmIPYVqwvO88ATc0tKCXbt24eGHH1bdLjFKhI9jsRj8fj94nkd7e/uGFW6legrVakmjFLkVnySZPxgMYmZmBhzHZYXglJpKQPv1K1cUAoCtwoQfv+MEXvcv5yWySnmemYjg2Ccew/m/vrYsUSe39y33Pk8mk0JKxeDgIBKJhPAwlK84i0DWEK08KNEiYEmfQi3DRCGlEO+gUuHiXEh7GzXb0pBwcW51sZrVvvmQ21O4tLSECxcuoK6uDvv379908buScgq3YrPvjMVigcViQUNDgzCmLBgMCmPKTCaTIBA9Hg+1+YhKIMXas7vGjs+8Zg8+8NMhCSxShwyAo596An97Swt+51RzSccoNqewXMxms1DZDCCrspkUZ4krmx0OR9Z6phVRSJOnkIlChqTk9h5UQxAS1KxAFoeLc6uLaWuXI5dI5Xkew8PDGB8fLziHUo2cQlpFYaGIx5Tt3LkzK09ramoKfX19sNlsWfmIUmxAWrhuUtp42+F61DgseP9PehGMSf2wyQNQZp382K/G8eRYCF96w9Gi/1btPL3ch6FIJCKIxPHxceh0OkEcAvR7sgmZTEZILVITVn3MkBTSe5AIHimbUZeCGuIrX7g4dxGlTRTKIYySySS6uroQi8Vw9uxZYZFWw5atzrfdEOdp7dq1C6lUSgg1kxAcaS7s9XrhcDg041EpFinCx2JO7nTj0fdfg5HFdTwyHMQPnp3AvCRjkpUThQDw8NAqTnziMfzmfafhshbeDkvqnMJyEBdnkWbxYo85AJw7dy4rrYLWiUK0hI+ZKGRIgnhUnVrh4nwoPdVko3BxPrtoEoVS27OysgK/3w+Xy4X29vaiqgdZ+Fh6TCYTampqUFNTA+BSCI70R5yamgKArI2zmL5xNHzPN0NqUUjYVePArhoH3t6xExNLQbzqn3skP4fcpABc+8VLfQ7/9LodeNf1rVv+jdLh42LQ6/VwOp1wOp2orq7Gs88+i0OHDgmhZjJRSFzZTIN3DqCj+piM6Sz0AZ5WmChUGTWLSbZCyfDxZuHiXGgThVIJMZ7nMTU1hcHBQezevRstLS1F3wssfJyNHLZZLBY0NjYKzYVJ37ilpSUMDQ3BbDYLnsbNNk6ar5sYudejndVe/OdbjuH3vuWX9Txy8rXHp/C1x6fw8LuvRo1z4zFnNHkKN4PjOBiNRkH8tbW1CROFQqEQJiYm0NvbC7vdnjWzWa02T7TkFLJCE0ZZiEfV0SQGCUqIr0LCxWrYVQxSFJqk02n09vYiGAzi5MmTQouJUtCK2NgO6HQ6wbvS0tKCTCaTd+MkAlGqfESlUOpeOtzoxCdftRsfvF+5EY1ycNNXnscdh7z46GsP5/292jmFhZLPztyJQslkUshHHBoaQjweh8PhyGrzpNS9zsLH0sFEoQqQ3oMzMzOYn5/H0aNHqROEgPzh40LDxbmoNVZuI8otNAmHw/D7/TCZTOjo6Cir0lXpymzaPYVKYzAY4PP54PP5ALy4cQaDQQwMDCCVSgn5iBu1FaIJucLH+bj9aAOafTZ88Kd9mFxJKXJOOfjv3iBimS585s7LC1FoDh+LKUS8ms1m1NbWora2FgAQj8eFe723txfpdDor99Zut8smiGkJHzNRyCgacbiY4zjE43FqFwk5w8fFhItzodFTWKowmp+fR3d3N5qbm7Fnzx5JFjYm0i5Bw/dKvHHyPJ+VjzgxMQGO49DT05OVj0gTSopCADja5MLP725HOJ7Cn/2wC89ORRU7t5T838Aq7hwN4EybT/iZltq8lCKyKisrs8ZORqNRwZM4OXlpfKC4/Y3NZpPs3qIhfByLxcDzPBOFjMLJ7T1oNBpV7QO4FXJ4CksJF+eziybhU4pI5TgOg4ODmJmZwVVXXSU8bUthC6DcZs48hYWj0+lgtVphtVrR1NSE9fV1vPDCC7DZbMIc24qKiqx8xFJHlEltt9LYK034tz+8Gk+PBfGe/+qB5B1sFOCP/rMXv7z7JBrcl3LMtNQQutwwt06ng81mg81mQ1NTk5B7GwqFhF6g4pxFj8dT1gMRDeHjSORSGT0ThYwtEfceFI+qMxgM1ItCKT1ypYaL5barXIoVRvF4HH6/H5lMBh0dHbKEEZUUhTRDs2AlLadaW1vR2tqalchPRpQ5HI6sfESlBYXa1+9sqxfP/tX1eH48hLd9rxv0fpr5ufWrL+D8X10Lk+HFNYv27wwgfe6jOPd2586d4DhO6AU6NzeHwcFBVFRUZFXxF1PZTEP4OBwOw2AwUNu2p1CYKJQZjuOQTqfzVhfTJm5ykTJ8XE64OBfarlsxOY6BQABdXV2orq7GwYMHJX+6FXsKi6Ecj5/awkHLiAVCbiJ/IpEQcrT6+vqE6RNEJNrtdtkFhtLh4424usWDH7z1KH73m11qm1I0f/k/vfjC649oKnwsd0GMXq8XBCBwyWFAROLk5KTQMF7sSdysspkGTyGZZqKFz3czmCiUCXHvQbKw5i6uV4KnUIpwsRx2SUkh4Wye5zE6OorR0VEcOHAATU1NstqklFBj4ePS2eq6VVRUCCPKSI4WmWM7NjYmbKwk3CyHh4IWUQgABxtc+NuXNeNjD06qbUpRPDgYAvDi503L9dwMpUWW0WjMKtAiDeNDoRBGRkYQi8WEymYys5nYx3EceJ5XXRRuh3Y0ABOFspDbe3CjySRaEIXl2CdVuDifXTSJwq2EUSqVwoULFxAOh3H69Gm4XC7ZbCnVU1gqWtjgtgPiHC0yfWJtbQ3BYFAIv1kslqx5zWr1jJOT3zndgmv3VuOWr76gtilF8d4fXcAnX7mbytZj+VC7dU5uw3hS2RwKhdDf349UKgWn0wmPxwOn0wlAfQ9sJBJhopBxOcX0HiThWZqexsWUI76kDBdLaZccEE9hvs9xdXUVfr8fdrsdHR0dihUOKOm9o9VTSON3KpdSbdTr9XC73XC73QAuPYDl86wQgehyuUraNGlcm+rdNnR/6Hq85LOPIZgkP6XLxlwevriCnzTOopmya7kRNOToicmtbI7FYkJqBZkq1NvbK3gSlUityIWIQtq+L8XCRKFEkN6D6XS64FF1xN2dyWSofKo3GAxIpYrrFyZHuDgX2voUks9ZvIHyPI/p6WkMDAygra0NbW1tiiwWzFN4ZWI0GlFdXY3q6moA2T3jZmdnkclksvIRC928aBSFhEf/4no8O7qEt/9nP2gXhQDwmd/M4j0HdXiJ2oYUgNqews0QV/E3NjYiEong2WefhcfjuSy1QlzZLPd9zDyFDIFSR9WJcyJopNjwsVzh4nLtkhvyWZOFNJPJoK+vD0tLSzhx4oSQJ6MkzFN4iSvVtlzPSiQSEfojituBkHzEjRqm0ywKAeB0WzWefHcF/udxP/53yoSLAbqbXt/bB4Qdw3jfzbvVNmVTaBaFuZD8x+bmZjQ3N4PjOGH0JGn1ZDabs1IryhkQsBHboXE1wERh2XAch2QyWbB3UAx5LU0CR0wx1cdyhotz0ev1RXsw5UTsnYtEIvD7/TAYDLJfh3yIPZVKnY9m4cW49BnZ7XbY7XZh01xdXUUwGMTMzAwGBgZgtVqFTTN3hi3NohC4dK/vdhvwk1e24/4Lc/jrnw2pbdKm/Pszs9hfZ8Nth+vVNmVDaKjmLZRcW/V6PVwuF1wuF1pbW5HJZIT7fWpqCn19fZfd71Kk9bBCkyscEi4m1cWlJBDT3quwkNw9JcLFpdilJORzX1xcRH9/PxobG7Fv3z5VnrTVEIWM0lHj+uW2A0mlUlhZWUEwGBRm2DqdTni9XsTjcSoaaG+GeHTcq66qx417q3DHPz+P2XV6Hhxz+aufDuFlB+tg1NP5/eE4rqg+gWqyVf6jwWAQPOLAi/d7KBTC6OgoIpFIVmVzqfPJmafwCmaz3oPFQrso3Mw2pcLF+eyiSRQS+vr6cOTIEdTV1alqh9LeO1o9hUywFobJZMrKRxQn8S8vL4PneSQSCcGzYrVaqbq2uSFuW6UJv3xPOx7sX8S9vx7D1EoCtK2wHIChxTAO1DnUNiUvWgwfF0ru/U76gYZCIQwODiKRSAgPRaS6uZBrQfoUah0mCougkN6DxUKzKNwsfKxkuDgXmgpNEokE/H4/AKiWP5iLkqKQJnGgNWgV0xaLBRaLBQ0NDRgcHEQmk4HNZsPy8jJGRkZgMpmy8hHV9ihtlPf4sgM1eNmBGuHfGY5D/8wK/uq+XkysqX/tv/TwCL7xpqNUfoe0JArLnXuc2w80Ho8L/UCnp6fBcRxcLteWTePD4TAV63+5aONTpwAyqi6ZTEomCAG6RWE+jxypqn366adRV1eHU6dOKZ43R4unMBgM4qmnnhJmdtIy3qhUUcgmmigPjYIgl4qKCuzcuRPHjx/HddddhwMHDsBsNmNqagpPPPEEnn32WQwNDSEQCKiylpH0na0w6PU4vMOL+999Hbo/dD0O1ZU+a1cKnhpfw2NDAVVt2AitiUKpbNXpdLBYLGhsbMThw4dx7bXX4uTJk/D5fFhZWcH58+fx+OOPo7u7G9PT0wgEAsJeVE74+FOf+hROnToFh8OBmpoavPa1r8Xg4GDWa+LxOO6++274fD7Y7XbceeedWFhYyHrN5OQkXvnKV8JqtaKmpgZ/8Rd/gXQ6XZQtzFNYAOLegzqdTtIvCy0CJx+54WO1wsX57FJTiPA8j/HxcQwPD2Pfvn3YsWMHFhYWqBFHSgoNVmiyvcn9bHPzs5LJpJCPSEJvxKvi9XrhcDhkvx/FOYXF8IO3n8JKNIm//7+LeGggqEqI+fMPDeMle9VZRzeDtj6FmyFnUYy4SIs0jV9fX0coFMLS0hK+8IUv4IknnsDp06eFGoNSePTRR3H33Xfj1KlTSKfT+OAHP4hbbrlFGPcHAO973/vw85//HD/60Y/gcrlwzz334I477sCTTz4J4NJn9spXvhJ1dXV46qmnMDc3hz/8wz+EyWTCJz/5yYJtYaJwE0rpPVgsNHsKxeFjNcPFuagppFOpFHp6erC6upo1nYSmkLaSttDu6aJZsNJsG2GrljRmszlr8kQ0GhXyEScnL42jIwn8Xq9Xln5x5bTNcVvN+NydhwEA33t2Ep9+cFxCy7ZmLJREIp1BhZGuSl8tVR+XGz4uBnFlc0tLC77+9a/jkUcewcMPP4xf/epXeOihh/DDH/4QN910E1760pfixhtvLMh58sADD2T9+1vf+hZqamrwwgsv4Prrr8fq6ir+7d/+Dd///vfx0pe+FADwzW9+EwcOHMDTTz+Ns2fP4le/+hX6+vrw0EMPoba2FseOHcPHP/5x/OVf/iX+7u/+ruA0D208CqgA6T1YTnVxIdAsComnUO1wcT671BBg6+vrOHfuHDKZDDo6OrLG1antvRSjtFCj5X0zpKdYwUUaCh85cgTXXXcdjh07BofDgcXFRTzzzDM4d+4c+vv7sbCwgGQyufUBZbBxI958uhmPv/8sXnmoCs5K5bbG13/9nGLnKpQrNXxcLHa7Ha961avwxS9+EfX19fja176Gz3/+86ioqMDHPvYx1NbW4vjx45ifny/quKurqwAgeORfeOEFpFIp3HzzzcJr9u/fj+bmZpw7d+n+OXfuHI4cOYLa2lrhNbfeeivW1tbQ29tb8LmZpzAPxYyqKxeaRSHP80gmk7h48aKq4eJc1BCFMzMz6OvrQ2trK3bt2nXZPcE8hYxS2M7XT6fTwel0wul0oqWlBZlMRmgFMjExgd7eXtjtdiHU7HK5SvL4SNlg220x49OvPSj8++HeWbz3vmFJjr0R42sc/vGRUdxzQ5us5ykGLYlCWryakUgENTU1uP3223H77bcDABYWFvDoo48KnvRC4DgO733ve3HNNdfg8OFLXuz5+XmYzWZhrCWhtrZWEJzz8/NZgpD8nvyuUJgoFCFF78FioVUUrq+vo7u7GzzPqx4uzkVJUZjJZATPxrFjx4Q2BvlsosVjxjyFl6BdcNF63cRIKbgMBgN8Pp9QoZlMJoUqz/7+fqRSqax8xELn18o5deWmQw14qtWLji8+K8vxCf/05DRetr8K++qcsp6nULQkCpUMH28Ez/OIRqOXFZrU1tbiDW94Q1HHuvvuu9HT04MnnnhCShMLhonC31LqqLpyoa3QRNyMurGxEZOTk1QJQkC5axaNRuH3+6HT6dDR0SFUGeeDpoILpT2FtLxvhvTIKbjMZnNWK5BYLCaM4hsfH89qsk3yEfMht4BxWCtRa9FhISbvff6X9w3gvj85Les5CkVLhSaZTEb1tkiANM2r77nnHtx///147LHH0NTUJPy8rq5OKOoSewsXFhaEvrh1dXV49tnshxdSnVxM71xtfOoyk8lkkEgkkE6nhepipbwMNHkK0+k0uru7hXBxW9ulcAZNohVQRvQsLS3h3LlzcLvdOHPmzKaCEKBL3JcyWafU+512bxzt0H79lJp9rNPpYLVa0dTUhKuuugrXXXcdrrrqKthsNiwsLODpp5/GuXPnMDg4iMXFxawqTyVs/N7br5b1+AAwEojLfo5C0ZKnkKbwcamikOd53HPPPfif//kf/PrXv0Zra2vW70+ePAmTyYSHH35Y+Nng4CAmJyfR3t4OAGhvb0d3dzcWFxeF1zz44INwOp04ePAgCuWK9hSS3oOkj4+SYpBgMBiomONLqosrKiqEcDFJBKdtgZBTgPE8j+HhYYyPj+PQoUNoaGgo6O9o8pgpnd9Iy/vOB7OtfNQaxSeeX5tOp4V8xLGxMfT09MDhcMDr9Sqyfta6LLCbgbA0tTHUQ9uavxk0eDU5jssbPi6Uu+++G9///vfx05/+FA6HQ8gBdLlcsFgscLlcePvb3473v//98Hq9cDqdePe734329nacPXsWAHDLLbfg4MGD+IM/+AN85jOfwfz8PD784Q/j7rvvRkVFRcG2XLGikBSTkM1TqmbUxWIwGBCPq/eEmDu7ePfu3cJ1IE9ftHjACHLl7yWTSXR1dSEej+Ps2bNwOAofQUVboUkxJJNJ9Pf3Q6/Xw+fzwe12w2gsbGmg3dPFKA9ahKvRaERVVZVQ7JZIJIR8xKWlJWQyGfj9/i2nTpTDv//+Ubzh37skPaYYTyUd3yWe58HzPBXet0KgIacwGo2C5/mSReHXv/51AMANN9yQ9fNvfvObeMtb3gIA+OIXvwi9Xo8777wTiUQCt956K772ta8JrzUYDLj//vvxrne9C+3t7bDZbLjrrrvwsY99rChbrjhRKB5VJ1fvwWLYar6wnGzVjJo8fdEidghyeApDoRC6urrgdrtx/PjxgkWR2CZaNtBivJZra2vo7OyEzWaD2WzG0NAQ4vG4kPBPuudv9h2h5X1rEdpFtVLh42KpqKhAfX096uvrMTo6inA4DI/Hg2AwiLGxMej1ekEger1eSfKiD9S78N7rd+BLj01J8A4u5/dO1sty3GIha6va3rdCoSF8HIlEAKCs8PFWVFZW4qtf/Sq++tWvbvianTt34he/+EVJNhCuKFGoVjHJZmw2X1hO8oWLcyHeU1pyHglEFEqxYfE8j4mJCQwNDWHPnj3YuXNnScekLXxciC2zs7Po7e1FW1ub0K1fr9cLCf+BQAATExPCBkv+E4ciaHrfDHlQe40sBJPJhB07dgj38draGoLBIObm5jA4OAiLxSIIRI/HU/RDH+Ht17XiO89MIZiQ+A0AeH4yLP1BS0BropCG8HEkEoHJZCoqTEsrV4woVLL3YDEoXWiyWbh4I/to9BQC5Xsx0uk0enp6EAqFcPXVV8Pj8ZRlEy3XaSuhxnEcBgcHMTs7K7TZIVN7AAizPxsbG7M2WHLf2Gw2QSDS8p7zQct3fCO0IKa1YqP4s9br9XC73UKVZjqdRigUQigUwsjICGKxmJCPSPKzihEV77quBZ94aFzidwE8P7Um+TFLQYuikAZPodVqpX7NKYRtLwqVGFVXDkqKwlJmF9MkdgjisHapC1c4HEZnZ6fgKS33CY8mj9lmtiQSCfj9fqTTabS3t8NqtQLYePMXb7BtbW1IpVIIhUIIBAIYGBhAMpmEyWTC5OQkvF4vbDYbVd8vRnnQGj4Ws5WNRqMR1dXVQo/ReDwujOLr7u4Gx3Fwu92CF3Gre/hgozy9BGlZZTOZjGo59qVAQ/g4HA4LM4q1zrYWhTSGi3NRShQWEi7Oh5o5jxtBPsNSxerc3Bx6enqwc+dO7NmzR5J7grZCk3wib2VlBZ2dnfB6vTh06FBJITSTySTMuuV5HkNDQ1hdXUUoFMLo6CiMRmNWqJmG/mE0Q9t6lItWRGExD4eVlZVCPiLP84hEIkK6xMjIiHAPk3Bz7gPjoQbXBkcun3gqg0qTugJHS5XHAD3h43J7FNLCthWFmUwGi4uLmJ+fx4EDB6hd2OQWXcWGi3OhOXxcrF0cx2FgYABzc3M4evRoUaOHCrGJZk/h1NQUBgYGysqbzHces9kMq9WKQ4cOgeM4rK6uIhAIYHJyEn19fVlhOpfLpfjiTctnkg+abSNsR1EoRqfTwW63w263o7m5WbiHc9MliEAklfmvOVSNn/YuSfxOgK89No7337RL8uMWg5ZEISkcVdtTGIlEtk2UZNuJQnHvQTJGieYPSk7RVUq4OBfaw8eFEovF4Pf7wfN8VthUKmgNH5MxfYuLizhx4oQwYkyOc4knUAAvjjELBoPo7e1FJpMRwnQ+nw8Wi4Xq7yZDG0gpCnLvYZIuEQqFhMp8p9OJtx/14qe9kpwyi4f6l6gQhWqLrEKhpX0OEYXbgW0lCjmOQzqdFjxvJpOJutBnLnKFj0sNF+dCY/gYKM4zt7y8jK6uLtTW1uLAgQOyLCA0iWci1IgQBiDb/OrNRF3uGDMSplteXsbIyAjMZrPgRfR4PDCZTJLbRzu0i2KteArlslGcLgFcergk+YjX1QGPz/MApDv3WiIt2bFKRUueQnFqmJowUUgZ4t6DZIHQ6XQwGo1UChoxUovCcsPF+eyjReyIKUSE8TyPkZERjI2N4cCBA1mzJKWGNk9hOBzG0NAQampqZBPChELed26YLpPJYGVlRegr19vbK4SafT4fHA5H2Qs97WJGC1zpojAXi8UCi8WChoYGvEa/gMf/Z1D0Ww7lTo71WNR/MNKSKCR7gNqewnA4zHIKaSG3mERcNUXTXOGNMBgMgqgt94soRbg4F5o9hZuJwmQyiQsXLiAajeLMmTNwOuWpGCTQUmhCPITLy8s4ePAgduzYIev5St2MDQYDfD6fEM4mEyoCgQBmZmbA87yQx+X1erecPa1FaHmI2AomCvNz075qAGJRmLt+F+9FfOk+b5lWlY+WRCEtLebKGXFHG5oWhVv1HiSikOanXfKEU24FlVTh4nz20SB2ctlMFK6urqKzsxNOpxPt7e2KhCVpKDTJZDLo6elBNBpFc3NzUYKwnO+HFO9bPKGC53msr68jGAxiYWEBFy9eRGVlpeBFLGYMH6M8aF47CWqJGKNBD3cFsLJhI+vc67a1SJxbU3+4Mg3VvIVCi62kT+F2QJMra6G9B8nGkclkqN1EyA2dyWRKEi88z2N6ehoDAwOShIvz2acVUcjzPKampjA4OIjdu3ejpaVFsQ1NbU9hNBpFZ2cnjEYjfD6fLPmD+ZDj+up0OjidTjidTrS0tCCdTguh5uHhYcRiMWEMn9frhcPh2NAOtYX6VtAuuGi/foC6wvVPrm/Fpx8cK/DVW9v4f30BfOZ15dlULloqNKHF1kgkIvTB1Dp0KqVNKKb3oNgLR7MoLFVQyBEuzmcfjeHj3GuWyWTQ29uL5eVlnDx5El6vsmEYNa/T0tISLly4gIaGBuzbtw/d3d2KbeZK5FIajUZUVVUJ9zcZwxcMBjE5OQmdTieEmn0+n2ZGTTHBJQ1q2viGk41FiMLNeNGLODo1gx11NaoVXmktfEyDKAyHw2hra1PbDEmgUyltAMdxSCaTBU8mIa+hUdSIKSX3sZBwcTiexJ//qBuPDIeyft7qrcCX3nAE++vdW56HZk8h2VQjkQg6OzthMplkq7LdCjUKTXiex+joKEZHR3Ho0CE0NDSUbIva4eNiyB3Dt76+jkAggNnZWQwODsJqtQp5iFoQXrTDROHG/E/njERHetH+13xnBJ8/PQiP2yE87LhcLsXEj9ZEIQ22xmIxFj5WC9KotNBFwGg0Ip1Wv8x/M4oRhYWEi58eCeCt3+nccGzSWDCB13zjeegBPPUX18Jj31hE0Z5TOD8/j56eHjQ1NWHv3r2qLRBKh4/T6TQuXLiA9fX1ywpplBSoagsGvV4Pl8sFl8uVNYYvGAxifHwcHMehs7MTPp+PyjF8NNmSDy2I6nKaV5dDOsPhE78sxktYeOHJvRct+Jc7mrCysoL+/n6kUqmslAm73S7bvaMlUUhL+JhVH6uEXq8v+mbVSgVyITam02n09vYiEAjkDRfzPI/f/7en8fxUpKDzcgDOfvYJfP13D+OlB+vyvkav1yOVShV0PCXR6XSYnp7GysoKjhw5gtraWlXtUbLQhMxtrqysRHt7+2Wj5JT2WtIkHMR95cLhMJ5//nlUV1cLrW8MBgMbw1cEWggfcxynio3PjK/INq94YiWFC0Hg1kMHwPM8otFo1sMOabJNenxKWZ1Pi/etEGixNRKJwOFwqG2GJGhKFJaCwWCg3lNYSD5abrh4eCmGP/3nZzAZjMFrM8NqArrnoiWd/13/1YP732XFnrrL27bQmFMYj8cRDodhMBjQ3t5ORdNQpTyFCwsLuHDhApqbm7F37968m2EpopBMBigWmvoz5kLaUzU1NaGpqSlrhNnU1BT6+vpgt9sFgeh2uxXdYGi9bmK0IArVsnE8GJP1+P/vviGcaPag2lEJm80Gm80m3MekOn9ubg6Dg4NCdT6ZxlJOPqKWPIW05BRGo1Eq9iEp0JwoLHYT0koD640ERW64eDRmxdFPPZH1mlCsfNH7hn95Dp1/c1NRtqlBIBBAV1cXDAYDWltbqfkiyu0p5HkeQ0NDmJiYwJEjR1BXl9+zC9At1NREPMJs165dWWP4+vr6kE6ns3ojWq1W6gWR3DBRuDF7q+XPIfuzH3bj+28/lfUzccpEa2trVnX+2NgYenp64HQ6s/IRixF5HMdpZroQDeFjMq2JhY81gpbDx7nh4rf+YBAXl+R5Oo2meaQzHIyG7MWDlkITnucxNjaGkZER7N+/H0tL0g+jLwc5hZi4EXd7e/uWi4/SOYU0C9DNbNtoDF8gEMDIyAhMJpNQ0SzXGD7aBRdAv41qicKTzS7Zz9E9H8NKLAX3JpNOcqvzSSP4UCiE3t5epNNpYeZ4IXm1WvMU0mArE4UaQquiUBwuPn71aVzz+ach97uIpTJw5BGFal+/VCqF7u5urK+v4/Tp03C5XAgEAlSIVYJc4eO1tTV0dnbC4XAU3Ij7Sio0kYp8Y/hIqFnsfSEbq9PpLHszollME7RioxrCQK/X40+va8LXHp+W9TxDC2GcavEU/PrcRvCRSETIRyR5teJ8xNxuDTR43wqFFluZKFSRYjc8LeQUikVhbrjYVVOPs59/WhE7LKbLv1xqh4/X1tbg9/ths9myiipomCAiRg57Zmdn0dvbi7a2NrS1tRUswJSuhKbpc5AKcUHK7t27Be9LMBhEd3c3OI7L6o24HcfwAdoIH6tVaAIA77q+TXZRmG9dLhTxw86OHTvAcRzW1tYQDAYxMzODgYEBWCyWrHxErXkK1e5BnMlkEIvFqEllKhfNicJi0UJOIfHGicPFJ06cwIf/bxy/HppQxAYDcFnomNimliicnp5Gf39/XlFES1ibIKUQ4zgOg4ODmJmZwbFjx4rulM/Cx5eQUijkel/C4TACgQAWFxcxNDQkJPqTzbXQjYp2wQXQb6MWhGs57K+TTmzo9Xq43W643W60tbUhnU4LXsSRkRHEYjHhAddut0viEZeTTCajegeBSORStw9WfawRtBI+jsViOHfuHCoqKnDgqpPouPc5RW34/O8cyvtzNcLHmUwG/f39WFhY2HBSC22iUCpPYSKRgN/vRyqVQkdHR0kNUVn4WF50Oh0cDgccDsdlY/jIxkpCzT6fb8MxfLSKaTFasVHN+9AIQK5Y1CsPemCUMTxqNBpRXV0tPHjG43F0dnYKKTscx2XlI9JWfEVD+JiIQhY+Volib0iDwYBkUv0h4xtBelAFg0G0tbWhwtuAG+49p6gN731pC247XJ/3d0qHj6PRKPx+P/R6Pa655poNp5PQJgql8BSurKygs7MTHo8HJ0+eLDksst0nmtBGvjF8oVAIgUAAU1NTAJDVG1GNiTulorbgKgS1cgoJxxrteH4mXMAri7+OJ3cUnksoBZWVlTAajWhubkZ1dTXC4bBwL4+MjMBoNGZ5xNUeKUlDS5pIJIKKigrNVGxvheZEYbEYjUbEYvL2kyoVEi5eWVmBz+fDnj17sO8jDylqw6/efQY7qzZ2eyspvhYXF3HhwgU0NjZi3759my70tDXVLtdTODU1hYGBAezevRstLS1lbcTMU/giaghWi8UCi8WChoYG8Dwv5HCRnnIkh4vm0DtBK6JQTRvnw/I5Hf7piUn8ztVNsh0/H+IxssQj3tzcnLfPp81mEwSi2+1WPL+PhurjSCRCnQe1HLa9KKQ1fCyuLt65cydisRje8Z0XFDu/EUDX39yw5ZdYifAxx3EYHh7GxMQEDh8+jPr6/F5LMUoXU2xFqRs8x3Ho6+vD4uIiTpw4AZ/Pp5otpUK7sFETnU53WU85ksO1sLCAVCqFzs5ORcaXlQpt9uSiZqEJAMyuyicKFyPKF0luFJLN7fNJRkqGQiEMDQ0hHo/D5XIJBVgOh0N2wUZD+DgcDm+bIhPgChGFNFUf55tdPDExgZ/2LOGxEWU8mnccqcKnXn+soNfKHT5OJBLo6upCIpEoqAcfgbbwcSn2kPwdnufR3t4uWQWrkuFj2gUDbYhzuOx2O+bm5oQxfOPj41ntQrxer+rhOS0IfrU9hfSsQtJQaPWxeKQkcCltgvRHnJ6eBs/zWfmIFotF8s+JFk8hjQ9zpaI5UVjshaep+ji3uph4hXQ6Hf61SxlB+IO3n8DxZm/Br5dTfIVCIfj9fni9Xpw4caKo0ANtorBYIRYMBuH3+1FdXY2DBw9K+rTLPIXaQKfTwWAwZI3hW1tbQyAQECrvxWP4XC6Xol4R8rnSvtmpLQpNAORKZFHjm1VqSxqLxYLGxkY0NjYKFfrBYBBLS0sYHh4WmsGThx4pqoZpyCncTiPuAA2KwmKhJXy8vr6Ozs5OVFZW4pprrhE8AEtrMdzy70Oyn7/WbsSv3nstKk3FfeQkV07K3lU8z2NiYgJDQ0PYu3cvmpubi17UaetTWGg4W/ze9+3bhx07dki+oZUqCkuxg+a8ONrFDJBto7hdCAnPkd6I/f39SKVSgufF5/PJnsekBVFIZnaraaPTokMgRud3oBSk8L6J8xF37tyZ1Qx+cnIya+44yUcsRdyx8LH0XBGiUM3wcb5wMVnAYok0rv38k7Lb8Fcv24W3Xtsq/HstlkIinYHPZt7yy0++cFKJwnQ6je7ubqyuruLUqVNwu90lHYc2T2EhIjWTyaCnpwfBYBBXX301PB55KgtZoYk22OozMplMqK2tRW1tbVaXgkAggNHRUcHzQv6Tq/qR5s+YXEM1Q4hxerKTykZqBwBB3AweuDS6k+TWDg4OIpFIwOVyCa/ZqI1TLrSEj5koVBEthY83ChcT7v5PvyJ2PNA9i2M73Hjbf7yAaJ44R4UB+LMbd+EP2pthNmY/dZEvnBQCjHhLLRYLOjo6ygof0CYKtxJi0WgUnZ2dMBqN6OjokDVXjIWPtx86nQ42mw02mw07duzI8rxMTEygt7cXDocjK9Qs1Rg+LYhCNW00yHhqpdsyk+spt/fNbDZnPfCI8xEnJycBICu3Nl++NRGwansKt9OIO0CDorBY1AofbxQuFvPk2IoitvjnY3jjv29c2ZzIAJ95aASfeWgEAGDWAyd3OOGxVeC6PT5U8ij7GpKRbbne0lKhTRRuZs/S0hIuXLiA+vp67N+/X/YnWzbR5EVotg0oXczkel7EY/h6enqyxvCVmuRP+7UD6BCFe6pteKGgPoXFs9Or7BZN1jAlvW86nQ5WqxVWqxVNTU3geR7r6+tChf7FixdRUVGR1R/RZDIJqQM0iELmKdQQpHpWqXmOm4WLtUKSA85NrAEAftG3BMCAqyY68Z/vOJt3FN5mcByH/v5+zM/PlzSybSNoE4X5xBHP8xgdHcXo6CgOHjyIxsZG1WyR81wM9ck3ho8k+Q8NDQmbqs/nK3gMHw2CaytosPE9L23BXf/RI8uxx0LKxqbVEIW56HQ6OJ1OOJ1OtLS0IJPJCBODxsfH0dPTA4fDAZfLpZqNYpgoVJlSwseAMrkHW4WLN4dHKR3vlUGHC3NRnPj7X+PZD96IygIHtMdiMfj9fqHlSikj2za0iMI+hWJ7xLmTp0+fVnQBY+FjbSDXdcuX5L+ysiJMpRCP4fN6vXA6nZuuq1oQhWqKGGuRxXvFkOaBeCpT8JpbLmQNo+kzNxgM8Pl8wn6aSCQQCoWwvLwMAHjqqaey8hGVbg8TiUQK6q2rFTQnCouFuJYzmYysY2gKCRfn0uqtxFgwLptNUpPggFOf/g2e/csbYDFvfuuQkGldXR0OHDgg+aJNm6eQvD+e5xGJRIR7odzcyVJgnkLtoMT1y91U4/G4EGomY/hIqNnn8wlj+LQg9mnwFP68d1HW46/GUoqJQuI8ofl7XVFRgbq6OjidTiwtLeHUqVNC0cr4+LjQZFupsZLRaJTlFGoJnU4HvV4vWwWyOFzc2tqKXbt2FfyF+uZdJ3DDF5+SxS65SKaBY594BK8/Vo1PvO7oZb/neR7Dw8MYHx+XNWRKmygkn/nCwgJ6enqwY8cO7N27V5XFlXkKL0HzxqYmlZWVaGhoEMbwra+vIxAIYH5+HhcvXhTG8Dkcl8Zf0nwdafBsLco45g4ArCblvKBKpVlJAelRSAqwSK9Pko9IxkpWVlYKAtHtdkvuHGLhY5Up5csvV7FJeeFioN5txZtONeD7z81Kbpvc/Ni/hB/7H8Kf3diKP71hF4BLbQa6uroQi8Vw9uxZYVORAxr7FAJAd3c3jhw5grq6OlVtYZ5C+qHh/hXnb+WO4RsbGwMAocG8z+ejbnKD2j0KAWBPlXRpMfmwV8oX4cpFS6IwX+WxXq+/bKwkyUccHR1FNBoVqvQ9Ho8kVfrhcJh5CrWGHG1pSgkX5+MjrzqIZncFPv3gqKT2KcWXfzOGr/xmDPe/4zCmhgfgcrnQ0dEh+2B0mjyFqVQKXV1dACBr/8FCYdXHjFIRj+GLxWI4d+4camtrEQgEMDExAb1en9UbkYYxfGqLmNcercWXH52U7fhKil4ticJCppkYjUZUVVWhqqoKQHaV/uzsLNLptDDP2ev1wmazFX29I5GIrA4QpdGkKCx2I5LSU1hOuHgj3nrtLtStj+DzfSZMrWmvEyoH4BX/0o27T1fh3S85psgiRosoXF9fx/nz54UnRSmLaUqFhY+zocGbtBG02kXQ6XTC6DIyhi8YDGJmZgb9/f2w2WxZoTml24PQ8Nl+79kZWY+v5Hukoe9foZRSPJpbpR+JRLI846XMHo9Go1Ss+1KhSVFYLFJNNSk3XLwZZrMB//2OE3A4HPiPc6P4xC/HJDu2Mujw1WcDqK2Zwu+eapb9bDSIQtJ7sbW1FW1tbfjVr35FhUBi4eNL0GybFsi9h8Rj+Nra2pBKpRAKhRAIBDAwMJA1hq9Ur0uxcByn+uf8rWfkTf8ZXY5gV7Uy4UkteQrLFbA6nQ52ux12ux07duwAx3FYXV1FKBTCzMwMBgYGhPxa8tCTGwEjwpJ5CjWGFOFjqcLFG0G8mTqdDn/YsQt/2LELPM9jLZ6GxWSA2ajHp37eh289S3f+4d/efxFn23zY6ZM38ZbkFKrhKeA4DoODg5iZmcHRo0dRU1OT9Tu1YZ5CbUD7ddvqu2UymVBTU4OampqsMXwkf8toNGaFmuWowlfbUxhLppGW+WO8uBBWTBTSMDauUKS2lVQtezwe4aGH5CMODw8LrZw8Hg/W19exf/9+mM3msgpNHnvsMXz2s5/FCy+8gLm5OfzP//wPXvva1wq/f8tb3oJvf/vbWX9z66234oEHHhD+HQwG8e53vxs/+9nPoNfrceedd+LLX/5yyXmOmhSFSoaP5QgX5yOfjTqdDi7Li0nGf/3Kg5gMxvDr4ZDk5y+ejfsq3nLvOfT8zY0wGeULQ5DPQOlNIZFIoKurC8lkEu3t7VmLAS3FL8xTyJCKQj/f3DF8xOsSCAQwOTmJvr4+ycfwAeqLwvWE/NOyXBbltmkteQoLySksB5PJJOTXAi+2cgqFQvijP/ojTE5O4sSJE3C5XFhcXCzpXoxEIjh69Cje9ra34Y477sj7mpe//OX45je/Kfw71yH15je/GXNzc3jwwQeRSqXw1re+Fe985zvx/e9/v8h3fAlNisJiKTV8LGe4OBcyeWUrvv4HJ/Fo/xze+YNe2WwpjM1v/sMf/w2e/ItrUGW/fGalFIhnMiu1iK2urqKzsxNutxsnTpy4LJRAS9EF8xRmo7Zw2Axa7QLK+1zFXhfgUmcC4kXs7e1FJpMRQs0+n6+kMXzERjWvoVGBpedwg1P+k/wWLYlCpfMfxa2cnn76aTz77LN44IEH8M1vfhOvf/3rUVVVhZtvvln4r5AOFLfddhtuu+22TV9D+jLmo7+/Hw888ACee+45XH311QCAr3zlK3jFK16Bz33uc2hoaCj6fWrj0y+TUsLH6+vreOqpp5BIJHDNNdfIKgiBS4tooTa+5EA9Bj96M770+sOod5phMwF7qy142R63rDYWyzWffRLPjQVkObZYFCrB9PQ0nn32WezcuRNHjx7NW11NQ54jwKqPtQLt101KwWU2m1FXV4eDBw/immuuwcmTJ+HxeLC8vIxnn30W586dw8DAABYXF5FKpQo+rtoiRhzJkQunRbnm92pfz2JQM9RtMBjQ3t6O9773vVhZWcHY2Bi+853voL6+Hl/+8pfR2NiIO++8U5JzPfLII6ipqcG+ffvwrne9C4HAi3vquXPn4Ha7BUEIADfffDP0ej2eeeaZks6nSU9hsQtVMeFjpcLFuZQS4r7tSB1uO5L/CWI6FMVb//1ZTEpWzVzaGL7f/1YnbjtUhS+94ZhEdlxCKVEont28lbeYFoHEwscMKZDLCydO8G9ubs6abTs2Nobe3l4h1Ozz+eBwODbc/NX2FBr0ejQ4jJhdl6drxEvblPMSAtqrPlbb1kgkAgCoqqrCS1/6Urz0pS/Fpz71KQQCAUxPT5d9/Je//OW444470NraipGREXzwgx/EbbfdhnPnzsFgMGB+fj4rpx2AkMs7Pz9f0jk1KQqLxWAwIJFIbPk6JcPFuUjdYLvJY8WDf34DgEsL51QohliKQ6vPCvNvYx73fL8TDw4W4skrby7z//UuI/2DLvzjGy+fgFIqOp1O9vnH8XgcnZ2d4HkeHR0dsFg2D4XTMo+5FFHI83xZT95qb85ahfZrpsYYvkQigUAgILS+4Xk+q02I+HtIw333jTddhVf/03lZju11KDsiU0ueQo7jZO+HuxXRaBQWi+UycSq+n8vhjW98o/D/jxw5gquuugq7du3CI488gptuuqns4+fjihCFRqNRUPQbsba2Br/fL1t18VbINXUFuLSwN3sv76P0j286julgBDd9+dxWRyjbhgf7l/Dqrz6Jn/xJO0wGaRYdOcO1wWAQfr8f1dXVOHjwYEFPpFotNMlkMuju7sb8/DwcDgd8Ph+8Xi+cTueWG4TaG/Jm0GwboI3wsRpUVFRcNoYvGAxiYWEBFy9eFMaW+Xw+pNNp1T/n1ir5KoMfGgziw6/gYdAr16dQK6Iwk8koPlc+l3A4DKvVqtg92NbWhqqqKgwPD+Omm25CXV0dFhezZ2+n02kEg8GSp2ppUhRKGT5WK1yci5yicDOavDYMfvRmBNbjuOtb5zG0HJXtXIOLMRz+2K/xd6/Yg987s7Ps48khCnmex+TkJC5evIh9+/Zhx44dRVVg0rDRF2NHLBZDZ2cn9Ho9Tp06hUgkgkAggO7ubsFDQ5568z0oqVUFzpAfGj5T8Ri+lpaWrLFlQ0NDiMViMBgMGB8fF+Y1q22zlIQTHIaXIthXq1xLGrVDsoVCQ6g7HA4rOvd4enoagUAA9fX1AID29nasrKzghRdewMmTJwEAv/71r8FxHM6cOVPSOTQpCotlo+pjNcPFuahdpOBzVOJn97Rjenoaz/sH8FfPy7ew/t0vhvB3vxjCnqpKfOPNx9HkLe1LJXW4NpPJCPdDKePq1P4MxRQiCok3tLa2Fvv27UM6nYbD4UBdXZ3goQkEAsJgeavVKngR3W53lkeBBjHMkBYaRGEuuWPLJiYmMDs7i/X1dUxOTkKn0wmh5o0eZKTmmfGgbMc2GnRYWEsoJgo5joPJpNys5XKgQcBGIpGy5oGHw2EMDw8L/x4bGxNmjXu9Xnz0ox/FnXfeibq6OoyMjOADH/gAdu/ejVtvvRUAcODAAbz85S/HO97xDnzjG99AKpXCPffcgze+8Y0lVR4DV4gozFd9rHa4OBe1PIUEIoiWl5dxfccJDN7uw7GPPYSYjCYNLceF0PUbTtTh4685XNTfSxmujUaj6OzsFKrKKisriz4GLZ7CQq7L5OQkBgcHsW/fPjQ3N182GULsoWltbUUqlRJaivT19SGTyQgD5WmHhs8kHzSKrlxot89kMqGyshJHjhwBx3HCg8zs7KzwICP3GL6vPzou+TEJnkodrBXKCR+thY/VtrXcEXfPP/88brzxRuHf73//+wEAd911F77+9a/jwoUL+Pa3v42VlRU0NDTglltuwcc//vEsvfK9730P99xzD2666SahefW9995bsk2aFIXlhI9pCRfnYjAYkEwmVTl3JBKB3++HwWBAR0eHIIj8f3sz/unxUXzhoVHZbfjh+Xn86Pw8+v/upoI/D6k8c8vLy+jq6kJ9fT32799f8kJDS6EJsLEQItXUCwsLOHnyJLxe72V/k+/6m0wm1NbWora2VhjtFAgEsLy8DAB49tlnhTCzGjNwGdKjBdEqtlGv18PlcsHlcmWN4QsGgxgcHEQymYTL5RK83VKN4Ztbl2/dngtzaHIp57CgISRbKDTYGg6HS54cAgA33HDDpg+tv/zlL7c8htfrLblRdT40KQqLhYhCmsLFuajlKVxYWEB3dzeampqwd+/eywTRH1/Xhtt3VeL2f+1DWGbzeADHPv4w/H9TmDAsRBSuRBP41ycm8NRIEKFoAjyvg9nAI5nRwW01oaYiAxsXw9tv2IODe1rKsp+WQhPyGeZu6olEAn6/H5lMBu3t7VtWU2+EuKVIY2MjHnvsMbS2tmJ1dVXYfN1ut7D5KpmIzZAOGu7lrdhMuOaO4YvFYggGgwgEAhgbG4PBYJBkDF+9owKzq/IJw/f/pB/ff9sJ2Y4vRmueQrVFYTkj7mjlihCFRqMRqVQKTz31FCwWCxXh4lyUFoUcx2FoaAhTU1M4fPjwppVKer0e//gyG977aBwrcsaTAcQzwP6/exhfe+Nh3HRg8+qpzURhz/QK3vAvz2Mza+fWk+gHAOjwi+8OA3gxt8OoB373RAP+5lUHNFdoQhBvmGQai8fjweHDhyVbTMnxfT6fkItIZuAGAgGMjIzAbDYLOV4ej0f1NhI0QbNY1oqnsBARo9PpYLVaYbVa0dTUJIzhCwaDmJqaQl9fH+x2e1aouVBx9I5rd+KFH/SU+1Y2pHsujGAkCa9N/kpbrYlCtW2NRqNleQppZNuvzjzPY3FxEZlMBg0NDdSEi3NRskghHo+jq6sLqVTqsvm9G9mWyWTwzF/diDu/cQ49c5u395GCP/1BD0y6Hlz425fm/eJHE2l8syeG5x7qRiLTjQqTDlfvdOOt7c14/48uYCVenjhLc8D3np/F956fBQDceawen3zdoU3/hpZCE7GnEABmZ2fR29uLXbt2obW1VZb7Xxx6Fs/AJY2JiUCMxWJZIbxykrS3gsbvuRiaHiA2gvZrmJsLWyjiMXy7du3KGsPX19eHdDqd1RtxM2/3Nbu8eX+eTXm9XoPRlCKikAahVSg0hI+Zp5ASCl0ExOFi4FKPH1oXOaU8hcFgEF1dXfD5fDh58mRBXhvxXOaf/Ek7bvj8o5hbK3wUVamkeODAR39d0GtjKR6PD4fw+HBIFlt+4p/DT/xz+PV7O9DoyZ9YTFNOIXBp0RweHsbU1BSOHTsmDHaXkq2+T7mNicUhvPHxcSGER0SiViofrwS0IFql8maSMXzE2x2JRLK83SaTKcvbnXufvuqQF/f3yleF7KpUZqtmnsLiKDenkEY0KQoLgVQXWywWnDlzBo8//jjS6bTqzS43Qm5RyPM8xsfHMTw8XHT/vVwP2CN//hK85VvP4dzYqlzmykh5T+wv/dJT+MNT9fjQqy73GtISPiYLpd/vRzwex9mzZ7dcuMrdWAt93xaLBY2NjWhsbBRCeIFAABMTE+jr6xOaZ5PxZrQ+xF0JaCV8LLWNuWP4UqkUVtfWEPrtGL6enh44nU7Bi+h0OvHeG3fj/t5nJbVDTJVdmX1LK6KQTGCiwVMoLtbbDmw7UZivupigZsuXrZBTFKZSKfT09GB1dRWnT58uuo0ICR+L+dZbTmE9nsTVn3pMSlMVoPwN5DvPzeE/X5hDz0duzvo5LYUm4uk9Z8+eLdj7VsrmWs6GLA7hAdnjzaampqDT6YSN1+fzlfxAR8Nnkg/aRRfP88hwPOZW43BZTLCa6alKjaUy4HkgGElhIpQCZlfwzXNTeGQohPgmy2iz2wQ9x2ExxsGsB3bX2PG7J+vwhYdHMbde6PprBBAFEMV+1zT++CCPmqriepoWS+dkACd2Vsl6DkBbohCA6qIwGo2y8DENbLSQblZdrHYfwK2Qy7719XV0dnbCarWio6OjpI1VHD4W46g0Y/CjN6PjM48gEJFnIDytpDhg30ceglkPfO9tJ3DVDi8V4ePFxUVcuHABwKVZmUqFY6UQXuLxZuKec9PT0+jv74fD4RAEYiEj+BjFw/M8vn1uAp//zeSLP3zoRQ9YncOEe3/nEA7UO4s+dobjMRWMYnYtjseGAhgLxOGxGHGk0YFr2rxoqbKB5y+J0HsfHsZjY6uIJTlk+Ev+/U157EJBNkyuvJj2EgXw/NQ6np9aL/q9EAZWgfed0wFY+e1PyotEbMRd3+3Duf/XDnuFvN9nGvL0CoHslWqvAZFIBA6HQ1UbpEaTojAf4nBxvurifA2saWIj4VUOMzMz6OvrK7sf41YFFE994Ab0zKzg9f/8/NaLt+LIs0gTkhzwO/96HrV2I/7xVq9qXime5zE2NoaRkREcPHgQ3d3dipxXPOZOSnJ7zpFCADKCj+O4rFzEUpqN0wANnsKpYBR/8p8XMLmydVuV+fUU3vDvflQYgMf//BpYTAbEUxm887t+dM6WVoD2875lAGMl/S195H6e0q0/9/ygB9+667gkx9oIrXgKyX6ktoBlhSYUQfK3eJ7H1NQUBgcHNxU/G426o4V8IdpSyWQyQoPi48ePCyOhyrGN5/lNF4zDjW4MfPRmxJMpHP3Eo2WdT1qU2XQXwmm89aeL+MEby5/pXCyZTAbd3d1YWVnB6dOn4XQ6hdnFSqCEsMktBFhfX0cwGMwawUdEImknQoPgUptoMoO51Rh+9MIMvvfCgmTHTWSA0595UrLjbV+kuwdfmC7do1koWhGFpMhE7e848xRSRjHNqLUQPuY4ruw8o2g0Cr/fD51Oh46OjpIbFOfaBhS2YFSaTRj86M14+7efwxOjWixEKZ1wGvj0o/P4tz17FDtnLBbLGs8n9pAr6bVU8lziEXwtLS3C5IpAIID+/n6kUqmsXEVakeuapTMZ/Mn3u/HM5Josx2dIhbxRjGLZ6sGfJmioPAYuicJyxtzRiGZF4draGjo7OwtuRk27p5AIr0wmU3Jz38XFRXR3d5c9ri0Xcpxiwtv/dtcpTATCuOXepyWxQSs8MZXAL3tmcOvhRtnPFQwG4ff7UVtbiwMHDmR93kpWQqv9tJ47uYK0ExGP4KuqqoLX64XH41E95CQXq7EUvvXUJP716Rm1TWEURPGh5o/8fAAffeV+Wawh6zsNYmsraMh9JGsN8xRSAM/z6OnpKaoZtRZyCoHSRCHP8xgaGsLExAQOHTqEhoYGSW0ji0Sx12+nz47Bj96Mj/6sF99/fk5Sm/JDx5P3e37Uj5+4rTjcJJ+nanJyEoODg9i3bx+am5sv+73SopCWCl9xO5GGhgY89thjaGtrw+rqKi5evJg1/9bn86k+gq+cc/M8j4cHlvG3Px/EeoKe/piMfBTyOYtfk38t+2//Ig7V2fGGk01SGSZAS55eIdDQjgZgOYXUoNPpcPbs2aIWVNrDx+S9FGtjMplEV1cX4vE42tvbZWmkqdPpyprW8ZHbD+Ejtx9CKp3BK77yRFYFoLSoLwgJd/7LCxj86M1bv7BIOI4T8kVPnjy5YY8spYUaLaIwH+IRfLFYTGh7Mzo6CpPJJBSreL1eTYzgCyfS+Nojo/je8/NgUnC7srEX8eMPjOJ1R+tgkvheJeu72p7/QqAlfByNRpmnkBaKrdbVgigs9j2FQiH4/X54PB4cP35c1g1NihFuJqMBD77vJQCArz48iHsfm5LCNGoZWVzHrhrpFoxEIgG/349MJoP29vZN80WVXNi1sIkA2fNvxSP4iEDs7e2Fy+USClbkHMEHFC+keZ7Hu/7zAp7UZNN4Rnlk34ffvO8JnN7tFh5opPB4k5GBNIitraDBU5hMJpFMJtlEE1oo9gtgNBqpzikECheuPM9jYmICQ0ND2LNnD3bu3Cn7xixldTQA3H3TPrzzhj147dfOYXg5VuJR6AgXb8QPX5jFX9+2T5Jjra6uorOzEx6PB4cPH95yQVS6ZyLNnsKNEI/g27NnT9YIvomJCUVG8BX6vY0l03jZl5/C6tZdYxhXAF8Z1OMXZ3yXjeEj/5Vyr2qlyASgw1YyJICJQo1Cu6cQKMzGdDqNnp4ehEIhXH311YpVWMrRR9Fk0OPn774GABAIJ7C0FsWbv9mJcLKQ85QuCOucJsQSGazKnIc1HSytb1suc3Nz6Onpwa5du9Da2lqQkGCewuLtyjeCLxgMYmJiAr29vcJoM9I8W+73nUhn8LbvdOLCXFTW8zC0yUi0AjccO4ZMJnPZvUoavXu9XrhcroIEFC0h2UKgwVMYDocBgOUUahWDwYBkku7H7K1EYTgcRmdnJyorK9HR0bFlxbWUSBE+3gyfvQI+ewVe+NBLEUtm8F/PT+E+/yxWY0msxDhEU7nnLmxDNhsAngNcViNee6we77lxNypM+ReTZDqDG77wGAIRaR4eHroYRDiWhN1S+ni2ixcvYmpqCseOHUN1dXXBf1uKp7CcPEQtego3QzyCb9euXUgkEoIXcXp6GgCyvIilfBc3az8VjCTxki9dWZX7jOL44H0DeOovawSPNskvJvdqMBhET08POI6Dx+MRXmOxWPLedzR43wqFBlEYjUZhtVo1c80KRbOisNindNpb0gCbh2hnZ2fR29uLnTt3Ys+ePYp7Z+QWhWIsZgPe0tGCt3S0CD8j/fj0ej2OHTuGyspKTE9PY25uDqdOnZLkvGajAU994EYAwO//69N4bipc9jFPfvoxPP/XL4GjsrhwTiqVQldXF2KxGM6ePVt0iIJ5CqWloqIC9fX1qK+vB8/zWFtbQyAQwMzMDPr7+2G32wWBWKhnZiMyHI/b/pEJQsbmrKeB277yOP7v3ddl/Tz3Xg2HwwgGg1haWsLQ0BAqKiqEe9Xj8Qi56DS0eSkUGgRsOByGzWbbduufZkVhsdDekgbIH6LlOA4DAwOYm5vD0aNHUVNTo4ptUucUFsPy8jK6urpQV1eX1Y9Pzry57/7RWez7yEOSHOuaf3gUFz5SeCVyOBzG+fPnYbPZcPbs2ZLyg5TMKaSpJU0+pLZNp9PlHcEn9swQr4zP59t0BJ94Q+F5Hu/7SS8eHgxKai9j+zK9xuPIJx7Dw396DDWey+dR63Q6OBwOOBwO7Ny5UyiuIrmIsVhMSIugYUJIodDgKdyO7WiAK0gUajGnMBaLwe/3g+d5tLe3q9o5XY6cwq0Qz/M9cOAAmpqye3PJ7b3UAZLMck5wQM90qKC+hYuLi7hw4QKam5vL8ggrvbjTLArlJncEXzgcRiAQwPz8PC5evAiLxSJ4Ztxud97NbGYlht/7txcQirMmM4ziuelrfvzFDY34w2t2bfo6cXEVAMTjceGBJhAICCMzC3mgUROO41RvH0VEoVaEdKFoVhRu9+pj4h0j0yrUfipS2lNICmrIPF+Xy5XXJjnFyDuvbcY/PTEpybHu/v4FPPqBl2z4e7EAPnz4MOrr68s6n9KeQsYlxJ6ZlpYWpNNpYdMdGBgQRvB5vV4srifwiSdXML0+q7bZjG3AZx+ZwcBSHJ987aGC/6ayshINDQ1oaGjA7OwspqenYbfbsx5oiNfb7XarLsQImUwGZnNpudpSwTyFGkcrnsJ0Oo3h4WGMjY3h4MGDaGyUf1xaISjpKYxEIujs7ITZbEZHR8eGX365PYXvu3kPvvv0JCISPEvMR1LIcDwM+ssFFHk630wAFwvzFNIhVo1GY9YIvmg0ikAggJ7xBXzgsQhobqnE0B4/6w0gluzCF99wtOi/5XkeZrMZra2taG1tRTqdRigUQjAYxNDQEOLxuKJ9PDeDhvAxySncbjBRSBE8z2NmZkaY2EJTp3SlCk1I+LSpqQl79+7dNJlY9vCxTofzf3OzZLmF7/lBJ776phNZPyMFNAaDAe3t7ZJVlF+pY+5oRqfTwWazwWKx4JX/MY5SZt8yGFvx0NAqjnziMdy8x4P2Vi86dnvQ5Nk69Si3eMNoNKK6ulroehCNRgWv98TEBPR6fVZvRCW7YdBQFBOJRLZdj0JAw6Jwu1Ufr66uYnFxEWazGe3t7bI0yi0HucPHPM9jeHgY4+PjBYdPlayIloKHcgoIgsEg/H6/kCIgZTWd0qKQUTjv/3HPBr/ZevYtg1EoDw2F8NBQCPjVpTvps6/ZjVsPN2z4+q0qesk0oKamJnAch7W1NQSDQaEC32azCV5El8slq2ijoadiNBplolDLkOrjzXqDqQHP85iamsLg4CBcLhesVit1ghCQN3ycSqVw4cIFRCKRojykWhOFADA4v459dQ5MTk5icHAQ+/btQ3Nzs+TnYbOPX4QW254bD+HP/7sPoVghD1fMi8iQDh7A//vpML7x+BT+511n8r6mmDYver0ebrcbbrcbbW1tSKVSCIVCCAQC6O/vRyqVgtvtFryIUhdk0BA+ZjmFGofcQDS4nQnpdBp9fX0IBAI4efIkQqGQMDqHNuQSYOvr6+js7ITNZivaQ6qUKNQDkOosr/76M/jvN9RjYWEBJ0+eFBrOSg3zFNLD956dwqcfHCvzKMyLmI+7DwGvu/YwvB43TIZLhWczKzHMrsTxQO8CHhsJYSmcLvn7+9c3teCWQ9V43w8vwD+fkNR2NRgOJnD8U4/h3PvPorIiO1e7nL3RZDJdljtLQs2jo6MwGo1ZoeZyi0Ro2MfD4TDzFGoZcgPR8IQBvFhMYTKZ0N7ejsrKSqytrVGb96jX6yWfCEPGt7W0tGD37t1FiwulKmxrnSbMraUkO17XVBCve0k7LBaLZMfMpVRRWIonneUUbsxd3z6P89PlN0HPRvteRJsRuO1QFf7kulYkMjxS6Qy8tgp4bNliged5/NPj4/jx+XkkMmk4LSa0+mx486lGtLd58cQTT6DSZIDJ8GLv0iaPFU0eK063Zj9wPXpxGff8qG9TuwwA/ulNR3C6xZ31PfiPt1/yroUiCVz/pWckuALqkeaA0597Gk/9eTvsoqb6UjWEJrmzNpsNO3bsEEZGBgIBTE5Ooq+vr6QxfGJoCB9HIhHV+gbLiWZFYbEbF2nMmU6nVS9ln5+fR09PD3bs2IE9e/YIN7eaDaK3QsrwMcdxGBoawtTUVFkNueVuSUN4xeF6/NtT0rSmAYBHl614k4yCEGDhY7VIpDn88IUZ/Pj8HEaDcYXOSo8gNAJoqaqEu1KP2dUU3FYz3ny6Aa86XFvSJq7T6fAn17fiT65vzfv7Yh5iXrK3Ct0fuh5fengE335mBmnRLVthAD7wst14/Yl66Dc5nsdWge4PXY/O8SD+9L96EKY3TX1TeAB3/PMz+NV7rhV+JlfvP/HISABZzd57e3uRyWSEULPP59twDJ8YGjyF0WiUhY9po5iNT6fTqV6BzHEcLl68iOnpaRw5cgS1tbVZv1fbvs2QKlSbTCbR1dWFeDxe0vi2XJt4npc9T/SPrm2RQBS+6M15ZCiEaCIFa4V8uaMsfKysXd0zq3jzt7okaXYuLfJ6Ebs/dL1sxy6EUr77771pF957066S/x4Ajrd4ce4vL73354bn8Lb/Gir6GGozt87hjq8/jf9+11kAyvX+y232HolEEAwGsby8jJGREZjNZsGL6PF48qYU0RDxi0QiVHUIkYrtNcl5C9SsQI7H43juuecQCATQ3t5+mSAE1JkaUihSiMLV1VU89dRTMBqNaG9vLzsfg3ge5L5mXpsZn7+j8Iaw+cneeI5/8lHMr0TLPOYmZ1OweTVwZXsKz40E8SYqBSGQP9QsDX92w07JjlUq5T4QSvHgcGp3PS588DpU0vlstClDwSRe8/VLc7bVmCes0+lgt9vR3NyM48eP47rrrsO+fftgMBgwNjaGJ554As8//zxGR0exuroKjuPA8zw14WPmKdQ4anniAoEAurq6UFVVhUOHDm34hEOzp7Bc22ZmZtDX14ddu3ahtbVVksVYLArlfmp81dF6rMUS+Oj/DUt2zJd88Snc9yencKC+/GbVueS7vrFkBr8ZXMJ9/mk8MbwC8mkaALz5TCPef2NLSZ8LrZ5CuZkORXH7156HtiKI0hSsvOlkHf7oGjpEodriALj0HXjug9djcTWMm/7xvNrmFMVoMIn/eGYcRy3qh2Rzx/AlEgkEAgGh9Q3P83C73QAuda2QMy97K1ifQgopNkRG2tIohXh02f79+9HU1LTpBkqzKCzVU8hxHAYGBjA3N4fjx4+jqqpKUpvIOZTgTWdbChCFxW20r/3Gc/jeW67C1a2F51VOBiL49tNTWI+ncKrFi9cdq4fRkL0xEk9hMp3BG//1WfTObVzVngHwnWdm8J1nZgAA17Y48dU3HUUizWEtmsLCegI6HVDrrITXZoYxz1QWmj2FUtv25PAyPvSzAQSidHr1C6f4gpXXXlWDD798NypMdGwdHMdR9VBS47Kj+0PX4//9uBu/HAypbU7BfOahSfzVaTNulHB9loKKigphDB/P81hfX8fS0hKWl5fxwgsvoLKyUshFVHIMH6mwZp5CjaOk6EqlUuju7sb6+nrBo8u2myiMx+Pw+/3IZDJob2+H1bp1V/1iIJuBkmHSv7i5DZ99aFTSY775Wxfy/txVocfuGjsaXBacnwxgZu1yn9RPLyzgw//bj50eM/7hzqugB1Bh1GM5mkJEF8Wt3/xN0fY8Mb6Go598fNPX6AB84lW7cPvRxqyHswzHIRRNwVlpgtmovgdHClIZDlPBGL70m2H8ZmhVbXNkJNeLmP2zX959Cg1u9TwzuZB7jiZRSPjc64/gcwCWw3Hc+OVn1TanID79bBLHd2WwcXtrddHpdHA6nTCbzZiYmMC1114rVDXnjuHzer1wOByy3hvhcHhb5hReUaLQaDQqklO4traGzs5O2O12tLe3F5y8S3Mz5mIro0OhEPx+P3w+36Yh83LQ6XSK5869/dpWyUXhRqwmOLwwtYYXpta2fO1EKIk3/uvzOT9dl8cwXJIMH7x/BB+8f+S3P7n42//y467Q42fvuhoOSwXiqQysZoPsm3m5x//phTl8+GfaKyCQhuxr12TJYH60H6nfhvakbkZcCjSLQkKVvRLfeYUDf/gL+b6LUvKBn4/j/nfvUNuMTSG5jyaTCVVVVUL0KRaLCVXNk5OT0Ol08Hg8gidR6jF8LKdwG6CEJ256ehr9/f1oa2tDW1tbUQsWzZ7CQotgxBNa9u7di+bmZlkXbaXa0hB0Oh0e/LN2vOzL5xQ753ZgJcHhui9le0yqbEb8w2sP4MmREEaWw9hTbcdbzzbBaVWvZRTHceiaXsUffbcbSXoj4orz4z8+jVAohGAwiPHx8azcr40qROWGfO9pyCncDI7j8H9v2Y3bviVdPrJcTKzRf9NvVGRisVjQ2NiIxsZGcByH9fV1BAIBzM7OYnBwEFarVfAiut3ushwVJHzMcgopo5T5x3KJrkwmg76+PiwtLeHEiRNComwxGAwG8DyvShXYVhTixRRfAzmndRRrl9Q0e23wf/B6HPvkY4qed7uxHEnj7d/rFv796PAK/vXcNACg3m7E/XefgdlowFoshc6pVTw3uYL9NQ688khNUd/9yVAMf/2zHgwtXar2dlUa8ZojNfizm1oxshTFm/69Eyn690LVeOS9Z2GzmWGz2YS5tysrKwgGgxgbG0Nvby+cTqfgkZE7bEfQgqcQuCQKzSYjuj90PY58gv41wz+9imNN0he/SUUhhYV6vR4ulwsulytrDF8wGMTg4CCSySRcLhd8Pl9JY/gSiQTS6TQLH2sduVrSRKNRdHZ2wmAwoKOjA5WVlSUdRzx1hUZRuJmgjsVi6OzshE6nK+salGKXGiF3S4UZbztVhX9/blnxc18JzIXTOPkPT+b93V//bDDr3zq8mAFXYQRuO1CND9+2B9OhGP7snAE41531+pV4Gt9+bhbffm5WBsu3D0124N5X74QvZ8qIXq8XPC67d+9GPB5HMBhEIBDA1NQUdDqdIBClGGm2EeR7T7soFFdId3/oetx+72MYpzia/Kn/G8J/veNqtc3YkFJ6FOaO4YvFYkJV89jYGAwGQ1Fj+Mg4WuYp1DhGoxGplHTjygBgcXERFy5cQGNjI/bt21eWmCN/m8lkVAnHbMZm4eNAIAC/34+6ujocOHBAUUGrliicnJzEcfMSaJomcaUidvIl0sB93Uu4r3tJNXu2A+f/6lr09/bAYtp6862srBQqRDmOw9ramiAQyUgzIhCdTqdk64OWPIViG3/2Hro9hn2L8vVPlYJynSY6nQ5WqxVWqzVrDF8wGBTuWbvdLjzY5BvDF4lEhONsN+hyRxWJmuFjjuMwODiIrq4uHDp0SBIxREbx0Vhskk98kZY758+fx759+3Do0CHFPZxKi0KO49Db24vh4WFcffVJfO6OA4qdm8FQgn9/82GYDPqSGkPr9Xq43W7s2rULp06dwrXXXosdO3YgFouhu7sbTzzxBLq7uzE7O4t4vLwxgFoShbnrov+vrlHJms148fHqV73zKtqxOVJPMyFj+MT3bHNzM5LJJHp7e/HYY4+hq6sLU1NT6O/vB8dxQpFJqffeY489httvvx0NDQ3Q6XS47777sn7P8zz+9m//FvX19bBYLLj55psxNJRd9BYMBvHmN78ZTqcTbrcbb3/72xEOlz9n/YryFEolChOJBLq6upBMJiWZzCGG1mITUtBBFrh0Oo2enh6srKwU3HJHDpQU0YlEIqvFjsViwe1ewGww4D0/6lHEBgZDLir0wH+85TgO1F/Kk5KigCt3pBlJ/p+bmxOS/4kX0e12F/VQSUQr7aIwX4Ntg8GA7g9djz/97gt4fGLjHqJq8aH/vYhbDtWpbUZe5B5WsNEYvqmpKbz61a+G2+3GsWPHUFVVhVAoVFL9QCQSwdGjR/G2t70Nd9xxx2W//8xnPoN7770X3/72t9Ha2oq/+Zu/wa233oq+vj4hNevNb34z5ubm8OCDDyKVSuGtb30r3vnOd+L73/9+We//ihKFUrSkIa1WvF4vTpw4IXmzTFpFIfkSchwn5A+azWa0t7dLXupfDEp5CldXV9HZ2Qm3240jR45kLUq3Hq7DwKFa/L8fduH+Pha2ZGiLm/f58Bc3t13Wg1DqmeKkz5zT6URra6uQ/B8IBNDX14dMJpPVQmSraRW0Na7eiM0KB7/2+yeRTGdw42efxBpFAaI4ByTTGZiN6k44yYeSOfdkDB8ZxTc+Po6HH34YP/7xj7G4uIiamhqcOnUKt9xyC2655RacOXOmoNSv2267Dbfddlve3/E8jy996Uv48Ic/jNe85jUAgO985zuora3Ffffdhze+8Y3o7+/HAw88gOeeew5XX30p//MrX/kKXvGKV+Bzn/scGhpK7zapaVGoZPiY53lMTExgaGhI1lYrtIpC8iVcXFxEX18fmpqasHfvXtULYpQQhXNzc+jp6dl0RJ9Op8Pnf/cYbv3Vr/DRTj2Wo1osZ728YTFDPZxm4In/dx0ml8N41T93Sn78N19djw/cshv6DdYxqUVhLrnJ/5FIBIFAAIuLixgaGoLFYsmaVpHrHZLbPqnYSryajQY8+dfXAwB++sI4PvzApFKmbcrTo0Fcv7dabTMuQ+rwcTHY7Xa85jWvgcFgwOjoKB544AE8+OCD+NWvfoU77rgDiUQCX/ziF/G2t72t5HOMjY1hfn4eN998s/Azl8uFM2fO4Ny5c3jjG9+Ic+fOwe12C4IQAG6++Wbo9Xo888wzeN3rXlfy+TUtCoul1OrjdDqN7u5urK6u4tSpU8LsRTmgVRSSRa23txeHDh0q60lESuTsU8jzPC5evIipqSkcO3YM1dVbL5A6nQ4P/OlpXP25Z2SxST7yjTgrfTYuozz+/pW78JpjjQCAndUO+P/qGhz7dP5q7HyY9MA7rtmBkaUo+hfWEY5zcFkMOL3ThTedakJbNV1Vk2KPzM6dO5FOpy9rIeJ2uwWRaLVaNSMKi5nP/JqTLaj32PH2/+yT2aqtuftH/ej+EH2ikIaWbSSnsKGhAXfddRfuuuuuSz1Ou7rgdDrLOvb8/KV8ztra2qyf19bWCr+bn59HTU32aFSj0Qiv1yu8plSuOFFYrOBaX19HZ2cnLBYLOjo6ZGuvQKBxqkkqlcKFC5dGsR09evSym1FN5Lpe5D1Ho1GcPXu24LxRIlKf/sB1OPuZzUfF0UW+zZWJRKXxVOpx/5+egdOSHYIiOWgf/VkffnwhfxskA4APvbwVtx2uh72i/KVdTdFlNBpRXV2N6upqoVEwaXszOjoKs9kMh8MBnueRTqcVm3lbLCQPu5jreLqtCi/b58aDgyvyGVYg/qkQju3wqG1GFmp6CgnhcPiyaSZ6vR7Hjx9XySLpoPObVCDFLlhGo7EoUTg7O4ve3l60tLRg9+7diiyQtHkKiSi2Wq0wGAxb5vkojRyiMBwOC+/57NmzRbUHInOAPbYKdH7wBpz59CNI0qXxyyB3Ni4TiFLx9d/Zj2v3bv2w9ZHbD+IjtwNPDgfwb09OIprO4GX7qnHHiXp4JJ4EQ4snTqfTwWazwWazYceOHchkMlhZWcHc3Bw4jsPjjz8uzLz1+Xyw2+1U2A2UPnXlC6+/Cv/bNYsP3a/uFJQvPjyKb7/lpKo25MJxnOoPAZFIRLYehXV1lwp8FhYWUF9fL/x8YWEBx44dE16zuLiY9XfpdBrBYFD4+1LRtCgslkIFF8dx6O/vx/z8fMFhQ6mgSRTOz8+ju7tbEMWPPPIINbYRpBaFS0tL6OrqQnNzM/bs2VNSSw5ij7XCiO6P3IyFlShe8Y9PISxti0yVyRWIuT9jFMpv/uwMquzFFWtds9uHa3YXX/VYDLSIwlzIiD29Xo+1tTUcP35c8CJOTEwIjYhJVbOaPV/LGcX36qMNeOXhWpz+9JNISm1YXi7/rKdXYoqcuRgymYzsEbutiEajss09bm1tRV1dHR5++GFBBK6treGZZ57Bu971LgBAe3s7VlZW8MILL+DkyUui/de//jU4jsOZM2fKOv8VJQqJp3CzxS4Wi8Hv94PneXR0dCjuGaNBFIpz6a666ioht4HG0LZUNpGeiyMjIzh8+HDWE1oxEE+hmFq3FS98+GYEIwm0UxFSltrLx8LMpfDWgwa84dTOogWhktAoCglkHc+debu6uioIRDKCj8xpVmoEH4GsTaXmwBkMBrzwoevx6q89hbGQ9NO4tqLarq74ygct4eNyPIXhcBjDwy96gcfGxoSuJs3NzXjve9+Lv//7v8eePXuEljQNDQ147WtfCwA4cOAAXv7yl+Md73gHvvGNbyCVSuGee+7BG9/4xrLz/a8oUSgeI5fP/by0tIQLFy6oMpmDoLYoTCaT6OrqQjwevyyXjkZRKEWfwkwmg+7ubkl6Lm5mj9dWgcGP3oznxoJ47w+7EIxmYNQDJ3a68Ze37IXXZsIzYyFUO8y4eqfnsnYQHMdjIhjFZDCCWocFdQ4DXvHVZxCIFnO/KCHYmEjciv/94xNYmxlR24xNkauASyryPdyTRsQez6U8uEQiIYwzE4/gI55EuT1OUo3i+68/Oo0zn30KSn8iv3t1o8Jn3Bq5+xQWQiQSKWufeP7553HjjTcK/37/+98PALjrrrvwrW99Cx/4wAcQiUTwzne+EysrK7j22mvxwAMPZI2P/d73vod77rkHN910E/R6Pe68807ce++9pb+p36JpUVhKSxrgclHI8zyGh4cxPj6uemWtmqKQ9OJzuVxob2+/TDjTKArLtYn0XDQYDJL0XCykGvpUqxdP/uWNeX/3mmMbe6b1eh1aq2xorXoxbPHUb48TSaRwxzfOYTx4eaBJB+DVeypxXXUCvwx48NToCiKpSzaaAHjtJtx6sBr+6TVcmC2/I/7lqJmLSIcYNemB63d78UfX7MThhkvNobtmVDZqC2gNHxMKqeqtqKjIGsFHmmdPT0+jv78fDodDEIhSjuAjSCUKLWYjnv/LDpz8h6ekMKtgXnGodusXKYySfQo3IhqNorGxdMF8ww03bLpP6HQ6fOxjH8PHPvaxDV/j9XrLblSdD02LQiB/uG4jyBi5dDotbP7EMxaLxXD27Fk4HA45zS3IRjWE18zMDPr6+tDW1oa2tra8i5jaXsx8lHO9gsEg/H4/amtrJfMMF3M/SomtwoRf/tmlXmc8z2NgeBTRtRUcPnwY58+fBwCcOHEtbt9E9GYyGaRSKXTPruMPv90Fee5CpUWG+l7Krg9et2EvQJpFF0C3fcWKVr1eD5fLBZfLhba2NiSTSSEXsbu7GxzHZXkRxV6Zcmwk+065mI1GPPn+s7jmC0+XfaxCqTDRJxFoCB9HIpFtOfcY2AaisFjEFcgrKyvw+/1wuVzo6OhQvaIJuCS8EomEYufjOA4DAwOYm5vD8ePHUVVVteFrafUUliJUJycnMTg4iH379qG5uVlSe9S+RjqdDlazEWvpNM6dOwev14tDhw4VvJAebXKh60PXYymcwEP9S7BXGHHrwWohnL0WTyMUTaLOWYkKox4//M0L+PhTUozqkkPAqStq/vePT24oCGmH9vBxuRNN8o3gCwaDmJ+fx8WLF2G1WrOaZ5fy0Cj11BWnxYy/f+VufPjn8lcl33bAK/s5SoGW8LFc1cdqo74KUhjSwHpiYgIXL17Enj17sHPnTmqeiJX0xpFZvul0Gu3t7Vs++ZQqwOREr9cjlSq8rJdUli8sLODkyZPweqVd+NTyFOayvr6OlZUV7N69e0PP71ZU2yvwe6eaLvu5s9IIZ+WLS8fRBjvue6Mb1qpG/Pj8DC5MryMYTWIyFEe8qNtFju+gOp5CA4AH7jmFOtfG6QA03CeboYXwsVT2iUfwtbS0ZI3g6+/vRyqVgsfjESqaC/USFdO4ulCu31sNKCAKP/7qA7KfoxRoCB8zUUgxxW7Cer0eQ0NDiEajuPrqq4WEZFpQShSKZzgfPny4oCcvg8Gguhcsl2I8c0QEZzIZtLe3y1JZLkXhSznwPI/R0VHMzs7Cbrdj165dRf1tqQsuz/Ood1Xi3TcWfr6LC+v4iX8ecytxADwiKR4rkTguLufzlKsfBi6E2/Z78eFX7oOzsrA2KFeK6JIDOe3LN4IvGAxiaWkJQ0NDqKysFASix+PZcP2UY/qGx2qCxQDEZN4mDJR+9jSEj+VsSaM2mheFxRAOhxGPx6HX69HR0VF2UYEcyC0KeZ7H1NQUBgcHi/aS0hAazaVQm0gRjdvtxpEjR2RbVOQcu7cVmUwGPT09CIVCaG1txcrKSsF/SwQhz/NIJpPQ6/XCf1tR6sa8t9aBv7514xzeUCSBbz89iV/2LWF6TdyOgz6BeGanE5+74xDc1sJ74jFPYXkoZZ94BF9zczPS6TRWVlYQCARw8eJFJBIJuN1uoe2N1WoV7JI6fAwAa9EETDpA7g6CK9EEqhx0DSsA1A8fk4cE5inUOHNzc+jp6YHZbEZLSwuVghCQV3hlMhn09fVhaWmppNApjeHjQjxz5LPftWsXWltbZd1I1PIUJhIJnD9/HjqdDu3t7VheXkYoFCrob8moMODSQwnP81k/0+l0QrL8RiJRDoHjsVXgvTftwXtv2gMAGFmM4MP3D2JgIQyOA2xm4PW7gFg8gx+MSbNJ2IzA647V4cY9PjR4rBhZjuDeR8YxvBgFB0APoN5lxh9f24zTLR40uCqpFk7lQvN7U2sGrtFoRFVVFaqqqsDzPGKxmND2ZnR0FCaTSfAiAqX3KMzHp345iO8/vyDZ8TbjqdEQXn2ULlFYTjRDSsLhsOpFqXKheVG41aLFcRwGBwcxMzODo0ePYmpqijphI0YuTyFpvaLT6dDR0VFSZR2t4eONBIm4CbdSk2nU8BSura3h/PnzWQUlhaRVEPHHcRx4nofBYBCKrTiOEzyH5P8Tcr2ISgmHXTU2/OfbTlz281gshrsCAQQCASwHQzAYDXB7fIga7OjuH4WlphE/7g5iLBgX/qbKZsTvnWzAq4/Woc658XehyWPBS/ZsXHy1nWGezK3R6XSwWq2wWq1ZI/iIQIxGo9Dr9RgfHy97BN87v9uJcxPrEr+DjZlfo28EE9l/aAgfM0+hBonH40IOWUdHB6xWK+bm5q44URgIBITWKwcPHiz5KUtL4eNUKoULFy4gEolc1oRbTpQuNCGjCHO9oFvZQcSeeOKCeLMSiz4iGjOZjPA34r8j4lItLBYLmpqa0NTUJGzKgUAAscAM9rg5OCtX8NVX1QuhPZpQW9RsBg2iazNotI+M4PP5fNizZw+mp6cxMTGBtbW1rBF8pKo5dwQfx/MIx9MwG3WoMBqE9/f9p8cVFYQAUGVXV3jlgwZRSMLHLKdQYwQCAXR1daGmpgYHDhwQbiIae+2JkdI+nucxPj6O4eFh7N+/Hzt27CjreHq9HsmkMlM4CyWfKAyHw+js7ITVakV7e7uis0+VCh+TgpLR0dGsUYRiOzbzoBIvILB1eIv8nnyHiOeQ/G8kEoHFYkEqldoyzCw34k0ZAB555BG43W4EAgEMDw8LBQKkzYjamwvt0Ca6xNAoCnMxGo2orKzEVVddJYzgCwaDmJycRF9fH5xOJypsTny/N4pfDK7J1Bu0NPQ6+kQh2RvVDB/HYjFwHMfCx1pBvFkeOHAATU3ZLTVISxpakUoUptNpoejg1KlTcLvdkthGu6dwaWkJXV1d2LFjB/bu3av4pqFE+FhcUHLmzBk4nc7LXrORKBR7CEttqku8iKlUCj09PUilUti7d69gW+7r1FzAdTod6urqYLfbkclkhDYjAwMDWW1GfD6f4nPOaYd20UW7fUB2SxrxCL5du3YhFo/j208M4au/nFfZyvwcrKcvPFrOuiUVkcilnqwsfEwp4puDhAzD4fCGm6XRaFS0OXSxSBGijUajOH/+PEwmk6RV1jSHj3mex9jYGEZGRnD48GHU19erYo/cnsJ4PC7khm42li+fKBSHgMtdWKPRKPx+PywWC06dOnVZLiL5TIopVpED8Xs0GAxCgcDevXuFNiOLi4sYGhqCxWLJ8iIqYSfNooZ2T6ZahSbFsJmNvx5awVef2agYTP0K+9019IkeGtrRRCIRGAwGSSbe0IjmRSFhdXUVfr8fDocDHR0dG4YMtRI+LvUpmHjKGhsbsW/fPkkXTVqrjzOZDLq6urCysoLTp0+XNai8XOT0FJK2OoVMKMkVheJcwHIFYSgUQldXF+rr6y/zxubmIor/o8mLmK/NCBl51tfXh0wmI+R9+Xw+WboV0C66aPfE0W4fsHFLmlgqg68/Or7JX+b+jbIi8TWHfVRO4qGh8piMuFPbDrnQvCgkffcGBgYKajmiBVEIFN+Lied5jIyMYGxsDIcOHUJDQ4MsttHmKUylUojFYqioqNjUc6YUchWabFRQspUd5D9xLk45G+ns7Cz6+/uxd+/eLXNU8xWrEIFIgxdRjNFozGpWHA6HEQgEMDc3h8HBQdhsNkEgOp3Obbsh5EKz6NKCKNxooslyOIm59WLys8XvU36B+JFX0TnNRO0ehcClnPXtGjoGtoEonJubw9DQEE6cOCEkl2+GFnIKgeLc5KlUCt3d3VhfX98wbC4FtIWPg8Eg+vr6oNPpcOrUKSo2aqnDx1sVlGxmR7EFJVvZMTIyIrT3KeS7JmajYpVCWt6US7EiXafTweFwwOFwCCPPiBexu7sbPM9neRHNZrMkdtIG82SWz0aeQpu5HGEjrxfxv//oGEwG9dfSfNDiKdyulcfANhCF9fX1cLlcBXuIjEYj1Z5CcsMXamM4HMb58+eFSls5NyiaROHk5CQGBwfR3NyMmZkZ1RcKgpQhdnFBydmzZ4uudkun00gkEqioqChr8yR2rK+v4/Tp05IsiBu1vCmlcbbcmEwm1NbWora2FjzPY319HcvLy5iZmUF/fz8cDkeWF7GYa02zqKFddMkxV1hqNsop9NrM2F9jxYX5qARnkc6L+JYzDdhTK49TQQpoyCmMRqNZU2u2G5oXhXq9vqiQIe3hY51OV7CNJKS4c+dO7NmzR/ablIZrx3Ec+vv7sbCwgJMnT8JkMmFqakpVm8RI5SkstKAkHzzPo6KiAhUVFXjiiSfgdDpRXV2NqqqqopvnknnRer0ep0+fluWho1Avok6nE8ShmrmITqcTTqcTbW1tSCaTCPy2cfb09DR0Ol2WF3Gzdkg0e+KIbTRvfLSLVmBz4fo3r9qP3/nX8xKfsXQv4kduasDrz+6W2B5pYeFj+dG8KCx2UaA9fAxs7ZETT+ooJqQot11yQwRKJpNBe3s7LBYLIpEINd5LQJpCk9XVVZw/fx4+nw+HDx8uSgCRnD2z2YwzZ84gkUhgeXkZy8vLGBsbyxrR5fP5Nl1g19fXhcKWcpqeF0sxjbPFQlENzGYz6uvrUV9fD47jsLa2hkAggMnJSfT398PpdAoCsZxpFkqjBVEox1xhqdms+nh/rR1fvGMf3vffgzJasLUXscGux8fOmrB7t0dGO6SBlvAxE4XbCNrDx8DmHrlkMomuri7E43FFJ3UA6opCUnnrdrtx5MgRQcyIW9LQsEGU6ykstqCEsFFBSWVlpTDtg+M4hEIhLC8v4+LFi0gkEvB4PIJIFE/7WFxcRE9PD1pbW9HS0qLatd2scTbxJAIbh5mVtFuv18PtdsPtdmPXrl1IJBKCF5FMsyACkczFpeGe3Qya7aPlO78ZW3m2btpfA0BOUSgmvxfxS7fVI7A4R/21BOgIH7Ocwm0GDSHQrdjIxrW1NXR2dsLhcKC9vV3oDacUarWkmZubQ09PT16hRAQALRtEqZ5CcfX40aNHUVNTU9TfigtKiPcsn21ElOzbtw+RSATLy8tYWlrCxYsXYbVa4fP5kMlkMDc3h8OHDyvmhS6UzbyI+YpV1KSiogINDQ1oaGgQplkEAgGMjY2ht7cXer0eS0tLsFqtsNlsVNy/BJpD2wRavvObwXHcpikEOp0O+6qMGFxWI3qlw1deWY90IopkMomenp6shxYaC6hoCB8zUUg5pYSPxf3aaCSfKJydnUVvby/a2trQ1tamymKodEsacZj82LFjqK6uvuw15DrQ8nmW0pImk8mgu7sbKysrRReUlNOQ2mazwWazYefOnUin01heXsbIyAii0SgMBgPm5+eRyWRk69NXLlt5EROJBDiOQyqVQiaTUTXMLJ5msXv3bsRiMZw/fx7RaBTPP/88TCaTsCF7PB7FH/hy0UL4WAuFJoUI12+86QRuvPdZhSx6kT/uaMQNx3YBAB599FHs2bMH0WgUU1NT6OvryyqgcjgcVFxrFj6WH82LwmIhiy0NN9dGiD1yHMdhcHAQs7OzGwojJe1SShSS6TSRSGTTMLnYa0QDxV6jcgtKpJpQwvM8ZmZmYDAYcO211yKVSmFpaQlTU1Po7e2F0+kUwszFVtgqhdg7GIvF0NPTA7vdDpvNRlXjbACwWCwwm81oaWmB1+vFysqKMJ85Ho/D7XYLeZ8Wi0W1603j50zQek4hocpRiU++ahc+eP+IQlYBv3esCvfcuEv4N8/zcLlcqK+vF1IfgsEggsEgLly4ILRhIkVUaj0kchyn+gNTOBwuuiWXltgWorAY74y4D+Bmbn01IR45UliRTqfR3t6elfOlBiQ0KrdXLhwOo7OzU2izs9nnRJsoLOZelKKgRApBGIlE4Pf7YbPZcPToURiNRlgsFjidTuzatQvJZFIoVpmcnIRer88qVlF7kc6F3D8ejwcHDx4EkD3zmbaWN+JcQ+BSywuSizgyMoKKioqs8XtKhM9Y+FgaCvVm3n60ET/vnseTExFZ7dED+Mk7TmSNsMu3pldUVAgFVKQNUyAQwOzsLAYGBmC32wWB6HK5FPvuZDIZ1cPa0WgUzc3NqtogJ3St5gpAFn+aK5ANBgPC4TCGhoaEkWY0bLziMJ1ciwAZ07djx47LRqjlg/yelk2s0EITUlCye/fuogo5pJ5QQjwBDQ0NG7Y1MpvNWblxKysrQqi5u7tb8GpVV1er3r8rGAyiq6sLzc3Nl6VZqNE4ezM2umetViusVit27NiBTCaDUCiEQCCAwcFBJJNJeDweQSRaLBZZbaNZdGlBFBazVn7l947jxKefkM2WZpcJP7+n/bKfb9XcXtyGqbW1NauZe29vLzKZjHBPer1e2e5JgBWaKIH6SkMFaK9ATiQSWFpawr59+7Bz505qFj45vXI8z2NsbAwjIyNFjekjIp8WT+FWhSblFpSIW7JsVFBSKDMzMxgYGMC+ffvQ1NRU0N/o9XohjLR3717EYjGhWIV4tYgX0ePxKLqAkxF8Bw4c2PT+0VLLG4PBIFxPnucFL+LS0hKGhoZgsViyvIhST4GhZe3Jh1ZEYaE2mgx6/N+fXo3bvva85Ha885oGvPuG/D0IxQ+YhZDbzD0cDiMYDGJhYQEXL16ExWIRvIhSe7ZpKTRhOYWUU2xyP60VyJlMBv39/VhfX0d9fT1aWlrUNimLYqetFIq40OL06dNwuVxF20WLKNzMUyhVQUm5IoXneQwPD2N6ehrHjx8X2qOUgsViwY4dOwSvVjAYxPLyMvr7+5FMJuHz+QRRU1lZWfJ5NkM8gq/Y91Nuy5tyKXb6CSkOam5uRjqdFloM9fX1ZXlsfD6fJNebZtFFS3HZZhRrY5PHCiMAqeJYh6uM+O47zsKwiQ3ih6BiEY+EJAVrxLM9MDCAVCoFt9steBHLjSTQUAvAROE2hMYG1rFYDH6/HwBQV1enet5EPuTwysViMXR2dsJgMBRdaEGgSRRu5CmMx+M4f/489Hq9qgUlRJiGw2HJRtYRDAYDqqurUV1dLXgQlpeXMTc3h4GBAdhsNmGyisvlkkRwcByHvr4+hEIhnDp1quzFupSWN6VuUuWmPBiNxsuudyAQwPz8PC5evAibzZY1fq8YO2lJx9gMLXgKS6mQ/q+3H8ed/9ZZ9rlrrMB//nHHlq+T4kGTkHtP5ubHms1mQSCWUmVPQ/g4Go2y8PF2gzZPYSAQQFdXF2pqanDgwAEMDw9TZZ8YKQVYMBiE3+9HbW0tDhw4UPKiJNVoOSnI57UmBSVVVVU4dOhQ0ZuzVIIwHo/D7/fDaDTKNrKOIPYgkDwkUqxCHn7EXsRSir5SqRT8fj84jsPp06clr4jcyotIU7GK+Hq3tLRk5X11d3cL1aNkQ97qWrHwsTSUUiG9t86BP76mEf/05ExZ5/6/d19T0Ovk8rjmerYzmcxlVfYul0t4cCmkV6fa4WOe5xGJRIqeQ68ltoUoLPZLR0tOIc/zmJiYwNDQEPbv348dO3YAuLQJJZNJla3Lj1SCenJyEoODg9i3b1/ZlVw0eQpzBWq5BSVEgJQrCNfW1uD3++Hz+coS4KViMpmyqhlXV1exvLyM8fFx9Pb2wuVyCQKxkHFw0WgUnZ2dsNlsWRNu5CTXiyj+r9RiFblETW7eF6kenZmZQX9/f1YPunwthrQguLRiYynftXtu2AWbSY8vPFLaXPdvv/kwzMbCvhNKheHzVdmTtjfj4+NZv/d4PHkfFFn4WH62hSgsFhrCx5lMBj09PQgGgzh16hTcbrfwO9o8mWLKFWAcx6G/vx8LCws4efJkWflsUtkkJSR8TFNBCRlZ19bWRkXhkk6nE8bB7d69G/F4XPAijo6OCiGm6upqeL3eywTfysoK/H4/6uvrC6pQl4NcgQiAai+iuHo0mUwKXsSuri7odDrBi+jz+YTNWO37ZCu00Ly6HMH11mtacVWjC2/5Xk9Rf3egugInWgpfV9XKzSRV9mQE58rKCoLBoDDxx+l0Cvelw+GATqejJnzMROE2Q21PIfFyGI1GdHR0XBbK2a6ikPRdzGQyaG9vl6x1Qamj5eSALFxdXV1YXV0tuaBkqzYRhR5rYmICo6OjOHz4cFHCVEnE85lJC5bl5WUMDg5mzWeurq7G2toaent7sXv3bmp6heXmFhbqRVTrnjWbzairq0NdXR04jsP6+rrQg5J4EZ1OJwC6vXE020Yot8H2yRYv/H99LW7/xycxtb71/XKm2YZ/+f0TRZ2DBu+buKsBeVAkDy5TU1PCg0s6nVbVAcBxHGtJowVKGXWnluhaWloS+sLt27cv75dRrRnDhVDqtVtdXUVnZyfcbrfk4T6aPIXpdBrJZBKJRALt7e1F5e1JmT9IPLKBQABXX321sMnTTr4WLMvLy1hcXMTg4CAAoLq6Gna7ndrq042KVYgHmXgRxR5hNcfvuVwuuFwuYZJFIBDAwsICOI7Dk08+uWVITy22y0STrTDo9fjFe67DSiSBV3/jGYTil7/mQJUJ//wHJ+G2Fp8nTOP3qLKyMqs36traGgKBAHiex/nz5+FwOAQvYrFFVOUQjUbB8zzLKdxuqCEKeZ7H6OgoRkdHt+zDt908hXNzc+jp6cGuXbvQ2toq+UJOiyhcXV1Fd3c3dDodTp06pVpBSTKZxIULF5BOp3H69GnZWsHIDUlUt1gsiEajCIfDaGlpQSQSQXd3NziOyypWobFif6NildnZWSQSCZhMJkEk0jB+r6KiAg0NDXA4HDh//jwOHTqEQCAghPSKLQyQEy14CqUMcbttFXjsz6+/VOyQzKDSqINRgodrGkWhGL1eD7fbDYfDgYmJCZw+fVqotCdFVOLm2XKud5HIpYkzLHy8zTAYDIjH8zxuyUQ6ncaFCxewvr6OM2fObOm1IWPuaKQYAcbzPC5evIipqSlZ5zbTIAqJ8N2xYwempqYKXmTFBSVSjazr7OyEw+HA8ePHVc+/KZd0Oo3u7m7EYjGcOXNGSDngeR5ra2tYXl7G1NQU+vr64HA4hDAzyUGiDZ1Oh4mJCeE74Xa7qW2crdfr4fF44PF4hJAeaS8yNjYGk8mU5UVUeuqSFkShHN5MnU4He4V011rtit5CId8Ni8UCu92Ourq6rCKqubk5DA4Owmq1CgJRyobuwCVPodFoVG32sxJckaJQyZxCMoe1srKy4HAi7Z7CQmxLpVK4cOECIpEIzp49K+uTlZqikDSCHh8fx9GjR2G1WjE1VVjFYG5BiRQj67q6utDU1ITdu3dTv2FuBWmhYzKZcOrUqazQpU6nyxv2XFpaonY+Mwnpk+Iy8p1Qq3H2ZuTLd6ysrERjYyMaGxuRyWSwuroq9J+LxWJCk2Kfz6fIuEMtFJpowUbaPYWEfJNX8o3gI82zxQ3dSai53Dz2cDisuodcbtRfKSWA1pzChYUFXLhwAc3NzUVVSdIsCgvxYhIhbLVa0d7eLnseklp9CkkjaHFBSSQSKcgWKQtKAGB6ehqDg4PYv38/GhsbyzoWIc1xyHA8zIbyxGoprK+vo7Ozs+AWOiTsudF8ZlKsUlVVpUqSOIkWJBIJnDp1Km+IS8nG2VuxlRfOYDAIhQF79uzJalJMKsiJIJd61BmB9pxCEgWgXXBpSRRu9eBsMplQU1ODmpoaoadgIBDA4uIihoaGUFlZmTUWstj7kojC7cy2EIXFIndLGp7nMTQ0hImJCRw5cgR1dXVF/T3NonArr9zS0hK6urqwY8cOxdqFqFHJSSaUkEksxANciC1S5g+Se212drbskXUAwPE8ftEzj6/9ZhQTK0mI38meqkp88LbdONMqTxoAYXl5Gd3d3WhpaSmqtyMhdz4zKVZZXl7G8PCwMJ+5uroaHo9H9g0xkUigs7NT8HgW4rVUu3F2saFZ0l6EjDsk3prBwUEkk8ms8XtSdR2gPXws9vTSjFZEYbFhbp1OB7vdDrvdnjWCLxgMCvel2+0WvIiFeLe3ezsa4AoVhXKGj0mSfzQaRXt7e0k3EM3VxxvZxvM8xsbGMDIysmUhjRw2Kekp3GxCCVlUNtqwxB7CcgVhOp1GT08PIpEITp06VfYTLM/z+PB9Pbiveznv74eW43jrf/TAbgL+8XcP4XSb9C1uiMfz4MGDqK+vl+SYVqsVzc3NwlSFQCCA5eVl9Pb2Ip1Ow+v1yjafORKJ4Pz58/B4PDh48GDJm68cjbM3oxzBla+CnIT2h4aGYLFYsrw15YwJpFlwlTNTWEloaElTCOXamW8EH2l7Q7zbRCBulCMbiUQUSY1Qk20hCmkJH6+trQlJ/uWETQ0Gg5BTRNuXNV/4mIRRV1ZWcPr0abhcLkVtUlIUkoKSjSaUiDfu3Kda8UYu1cg6k8mE06dPSxKi/3nv/IaCUEw4Bbzlu7146e4p/OObTpZ9XuDF3MyZmRmcOHECHo9HkuPmYjAYssJLZD7z7OwsBgYGYLfbBUFT7nxm0mS7qakJu3btkmwjyRdmJvcVjY2zxaPOiLcmEAigv78f6XQ6y4tYqCgnoVmaN2epUkPkhsZ9Jh9SFsSI70vi3SbNs0mOrMvlEiIOdrsder0e4XBYMk/h3/3d3+GjH/1o1s/27duHgYEBAJfW+D//8z/HD37wAyQSCdx666342te+htraWknOvxHbQhQWixzh49nZWfT29qKtrQ1tbW1lLVbikBFtX9ZcARaLxdDZ2SmEUdWoylJCFBLRMjExsemEErGnUPy3UhaUrK6uwu/3o7q6Gvv375fsHvnqr4eLev2vh9dw/Wd+gwfffz0qChyplY9MJoPe3l6sra1J4vEslNz5zMlkUvAikvnM4mKVYoT3wsICent7sWfPHmF8pRxsFGYm91ypXkS5BFeutyYSiWB5eRnz8/O4ePGiUDnq8/ngcrm2tJW29VGMlsLHWqg+lnOaiXjE3p49exCLxQQv4oMPPoi///u/R3t7O+rr6yVLfwCAQ4cO4aGHHhL+LfZOvu9978PPf/5z/OhHP4LL5cI999yDO+64A08++aRk58/HFSkKpQwfcxyHwcHB/8/ed8e3Vd7rP7K8pzxkx3Ycx3FsJ3Y8ZNnOYJRVsiBOCi3QMtvS27TQUuhtKe1tf7RcZi+lA0pvKYX2NtCSDYFAIAkzjFiS995T05K11zm/P9L3IDkeGkfSkaLn87mfS2NZemUdved5v9/v8zyYnJxkzXaFXPhOp5MTqklXxMTEMLnMGo0GMpkMeXl5IcnTJQi00MRVULJx48YljUvJDYCsh21BCSEbbEfWURSFUa33ByWVBbj0ifdw6r5LkBzv/bVqs9kYAtbU1BRSr8H4+Hgmn5kY5iqVSgwPD6Ojo4PJZxYKhUsqEMfGxjAwMIDq6uqA2TAtBk+Ns5erIgajCuc687V69WrY7XbmRtzR0QGappl2XlZWltuBMxwIFxHCcHmNwLl1cu0+sxCC2eZOSkpilPbl5eUoLCzE8ePH8fbbb2NsbAybN2/Gtm3bsG3bNjQ0NPhMVmNjYxfUHOh0OvzlL3/Bvn37cMUVVwAA/vrXv2L9+vX4+OOPsWnTJr/e35JrCtgzBxG+to/93fhIbJvdbsfmzZtZq3CQjYSLc4WkfTw2Nobe3l5UVFSEPG4sJiYmYMKhxQQlS60FYN9/kKZpjIyMYHh4OCCRdR8Pa3z+Xb0d+M4+KV64vdGr3yOeiunp6aiqquJUtYIY5goEApSVlTH5zEql0k1dm5OTw+Qzu4p+xGJx0McoFnoPwPJVRFc/xIXmY4OFuLg45OXlIS8vz81/bnJykmntu1rehGKN3iAclMcANztSCyFUFc3ExETs2LEDO3bswEMPPYShoSHs3LkTx48fx29/+1vExMTg6quvxkMPPYQ1a9Z49dz9/f0oKChgLOseeeQRrFq1Ci0tLbDb7bjqqquYx65btw6rVq3CmTNnoqSQbZAN3B9SqNVqIZVKkZmZCbFYzOpJi2zQXCSFPB6PyaYVi8V+q13ZQKDax0sJShaDa6WQzci6rq4uxt8uEBFLz30w4tfvfzpmgMpgRk6qZ62V2dlZtLa2orCwMCw8FT3JZ7bb7YzlDBdtK5ayvJk/3hDqvWe+/5zNZmOqiK2trczjFAoFhEIhJ9NsuG6ZQxBOQpNQHxyNRiOEQiFuv/123H777XA4HPjss89w/Phxr2cNN27ciBdeeAEVFRWYnp7Ggw8+iEsuuQQdHR2YmZlBfHw8BAKB2+/k5eVhZmaGxXd0PiKGFPJ4PI9tSQiBczgcPm0m4+Pj6OnpWVRswAa4mGpitVoxPj4Ou92Oiy66iNXZCn8QCFK4nKBkMZCqi8PhAJ/PZyWyrrW1FRRFYePGjQGb2WwZ1fv9HKd61fiyeOWyj5uenkZXVxcqKiqwcuXyj+ca5qtrdTodOjo6YLPZQFEUWltbIRQKGbEKF2+4y1neGI1G8Hg82O32kItVgHOt/RUrVjApFmq1Gm1tbZicnERfXx/S0tKYKiJX0mzCqQIXDuvkAnklpJAgNjYWmzdvxubNm71+ru3btzP/XVNTg40bN6K4uBj/+te/QnpvjRhS6A3IheXtaZhUbORyOerr65GdnR2I5QHgnlfh3NwcJBIJEhISkJSUxBlCCLDrU+gqKPF2RpRUn+Pj49HS0sIM1PvqhWcwGCCTyZCWloYNGzYE7JSst9hhZ+F5prXmJX9ObIuIWCcnJ4eFVw0trFYruru7kZKSgs2bN4OiKGg0GiiVSrS1tYVFPjPgXkUcGxvD2NgY1q9fDwABsbzxB0QgBACNjY2MQEitVmNsbIwx1s7JyUFmZmbAzfMXQ7iQrXBaJxcqhSUlJQF5boFAgPLycgwMDOCLX/wibDYbtFqtW7VQLpd77XvsLS5IUsjj8bwmXRaLBVKpFDRNY8uWLQEnRVwihaRqVlpaioSEBExMTIR6SW5gq1LodDrR1taGubm5ZQUl8+E60L9582ZotVoolUrGCy87O5upHnlCDEglpKioiFU7k4VwdlTLyvPE8Ba/sZCIN7VajYaGhoC0wIMNg8HAjBcQFTifz3ebiyP5zGNjY+jq6kJ6ejpDELlS0SKgaRpDQ0MYGxuDSCRibIGCbZztCVyFJvPTbEj83vDwMDo7O5Gens4Q82BGlEVnCtkFFyqFJpMpYKMhBoMBg4ODuOWWWyAWixEXF4d33nkH1113HQCgt7eXEbkEEhFDCr1pHwPnyr6eihOIylYoFKKysjIopxUukEKaptHX14fx8XGmajYzMxPydc0HG6TQW0GJK+YLSuLi4txsN/R6PVQqFcbHxxliQAhiamrqeTcpYuC8fv36gJuAOygKfzszzMpzleYuvFmSHGy73Y6mpibWDaJDAZIzXVxcjJKSkgWJxkL5zCRZZWRkhGlDC4VCZGVlhVQBStM0enp6oFQq3XKZgeAbZ3u63oX+5jExMcjMzERmZibWrl0Li8XCVBFHR0cRGxvLtJkXMyhmC+EyU8iFCpwn4IJKmk2fwh/+8Ie49tprUVxcjKmpKfziF78An8/HTTfdhIyMDHzjG9/Avffei6ysLKSnp+Puu+/G5s2bAyoyASKIFHoLT0gXTdMYHR1Ff38/KioqUFRUFLQvebBTOuaD3MiNRiM2bdrEfBG4OOvo79+KiIYI6ffmprZcZJ3rwPyaNWsYYjBfxSoUCiEQCDA4OIjp6emAGji7onvagE/GjKw816Y154uOiI9lUlISGhoaQr6pswEyE+ktaU9ISGBsLkg+M0n5MJvNIctndjqd6OjogMFgQGNj45JdEK4YZ3sqEkxMTDzvb65WqxmDYoFA4KZoZnN/j1YK2YXT6QyJD64rTCYTa12OiYkJ3HTTTVCr1RAKhbj44ovx8ccfMyNLv/nNbxATE4PrrrvOzbw60Aj/HdpHLEcKyUap0WjQ0NAQlBu0K0JZKTQYDJBKpUhOTj4vmSXUZHUh+ONTSFrjZWVlXvv++ZJQ4koMXFWsXV1dsFqt4PP5KCkpYSw3Ao1TPdOsPE9hGh+Zye7VVZLwk5ubi4qKirC48SwFckgcGhryeybSNZ+5oqLCLZ+ZRMERghjIfGa73Y7W1lY4nU40NjZ6VSEPlHG2J/CFcLn+zcvKyhaMOXOtIvpbPQsXshUu6+RC+5jE3LGBl19+ecmfJyYm4umnn8bTTz/Nyut5ioghhb54FS7WPjaZTJBKpYiNjcWWLVtCcjoJFSlUKpVobW1FUVERysvLF4xx4xop9GVNbAhKyOfjq8KYtA9TUlKg0WiQkJCA7OxsKJVKDA4OIi0tjakiBmr+bL+UHXuDx75U6fa/lUol2tvbWTfZDhVomkZvby/kcjkaGhqQnp7O6vO75jM7HA5oNBq3fGZXsQpb+5HVaoVUKkV8fDxEIpHfJMgbyxtXb0RfwIa5dnJyMpKTk91shtRqNfr6+mCz2Zj4vaysLJ+IQLi0j7lAtjxBqNvcRJUfCfPQSyFiSKG3WCzVhKgG8/PzWY0Q8xbBJoVEGTo4OIiqqqpF22JcmHWcD29JocPhQHt7u9+CEuBzCxpfsVhknc1mY9rMZBbKdf6Mjc3R6nBAZWKH4NcXf141I4keVVVVAc/pDAZc26tNTU0BF5nFxsael8+sVCoxOTmJ7u5uJp9ZKBQiPT3dp+vPZDJBIpFAIBB4PTLhCZazvHEVivjSZmabcM23GTKZTFCr1Ux7PykpiakiCgQCj9YaLhW4cFknV3wK2Zop5CouWFI4n9wQ5d3Q0BAqKytRWFgYwtUFl3yRGDetVoumpqYlkxjCvVLor6CELUNqAJiZmUFXVxfWrl173rxqfHy8m6JydnYWSqWSMUvOyspixCq+CjeGlUtbyHgDi92JhNgY9PX1MTOR841XwxHEJ5Kmaa/bq2zANZ95zZo1jP2KUqmERCIBj8fzOp+Z2EsVFBSgrKwsKNWspaqIC7WZyX8vhkDG8PF4PKSkpCAlJYWp3JIqYnd3NxwOB1NFzM7OXvT7F50pZBdcqGgGUn3MFUQMKfSnfUwqRzqdbllSFCwEK1WACAEISVquNcVVUuiJ8jyQghJvQKqyIyMjHuXjxsTEMDcg0sJQqVSYnp5m4r8IQfSmcjSuYUdgAgB6sw09Q70wGo1oamoK2kxkIGE2myGRSJCamhpQn0hvMD+fWafTQaVSueUzk2thIfsVkgiyZs0arF69OiTvYbkqoidilWBkMxPExsa6uQkYjUao1WrI5XL09fUhOTmZ+X66mpWHS/s41G1ZTxHqdTqdTphMpmilMFJB2sdEVJGYmIgtW7ZwxlyWz+fDbmfDUnhxEKudvLw8rF+/3iOSRAgYl06XnhDVqakpdHZ2Bk1QshicTie6urqg1Wp9iqzj8XhITU1FamoqVq9e7VY5GhsbQ0xMDNNazM7OXnIT/fsn4z6/j/no6WhFUnwsmpqaQmYWzCaISCYvLw8VFRWcvLm72q+UlZXBbDYzYpXBwcHz8pmJb2YwrI68gS+WN6Gqwrl+/4qLi2G32xmxWGdnJ5xOJ7KyspCdnQ2bzcaZPXIxkPlorq8TCH2l0Gg8d4iOzhRGKPh8PvR6PT7++ONFRRWhBJ/Ph8ViCdjzj42Nobe3FxUVFVi1apVX6wK41XJYihRyQVBCYLPZIJPJAABNTU2sCAbmV46IzUlfXx+TyUsqR66zcBa7E2cnDH6/PgAIYoHM9NSAzKaFAiqVCm1tbWEnkklKSkJRURGKiorclO09PT2wWq2gaRorV64MupOCN5hPEAEsWEUkB+ZQ70NxcXFu8596vR5qtRpTU1OYm5tDbGwsBgcHva7iBwuu4h+uI9QzhSaTCQCilcJwgTdfNpqmodVqodVqUVtbG/DYGF8QqJlCkiwhl8shFouRlXW+t9xSmL9hcwGLkUJXQYmr16IncPVfA/wXlJDIuvT0dFRVVQVkc5tvc2I0GqFUKiGXy9Hb24uUlJRzsXtZ2XjuU3asaABgz4ZUVFVVce6G5wumpqbQ3d2NyspK5Ofnh3o5PoMIJ0i1eGJiAitWrIDRaMSHH36IlJQUporI9Xzm+VVEh8MBuVyO+Ph4hiRyJX6PeJKWlJSgr68PBoMBFosFbW1toGmaaTNnZWVxoisVTqQw1O1jo9GI+Pj4iOiELIWIIYWegvhyGQwGZGVlcZIQAoEhhVarFTKZDA6HA5s3b/ZJRelrbnQgsZBPIVuCEjbMd1UqFdrb24MSWecKMiy/evVq2O12ps189owMf29h4xUoADG4a7so7Amhay6zSCTy+rDERZADoEajcUspIdeCSqViRDQkhjE7O5sTZGUhkLZxV1cXbDYbamtrwefzmYo+F+L3XEFazeXl5UzkoVqtdks2IiQxVJGHrl0QLoPsyaFcp8FgCGpMYqhwQZFCvV7PDI6XlpZCpVKFekmLgm1SSBSHAoEADQ0NPp+4yEbLtUohuTHweDzOCEoAYHx8HH19fSGvPMXFxWHFihVYsWIFhqlJUC19Lj91AvDleohBRjyQFBfe2whFUejp6YFKpYqYXGbiKGAymdDY2OimkHW9FghZIdZHJCuYzKUuFMMYKtjtdmb8Yn46TjCNsz2F66yea+QhSTYixtnj4+Pg8XhuVcRgVaPY2ucCDXK/CWWlkJDCSEd47+ZegAgNSkpKUFpaiunpaU5Vu+aDTeJFUjtKS0sXzWkN1drYANl4aZrG9PS0z4ISNgkhRVHo6+vDzMwMxGIxp+xZTvcq5v2L60brHUG8pjq8fQidTifa2tpgsVgiJpfZlTw1NjYuSTBcyYprVjDJZyb+mESsEqqYQqvVColEgsTERNTU1JxHDoJpnO0plmp3JiQknKciV6vVGBkZcasiLqYiZ3ONXK8SAtwghcSOhusE2l9EDClc7IOiKAq9vb2YnJxEbW0tcnNzAZxTHy+WaMIFsFEppGkafX19GB8f91pkEei1sQmyqfX19WFiYsJnQQlbCmOHw8EQjY0bNwbc7Ngb0DSNt3u0SzzCu0331k2ei5S4BpvNxtgxNTQ0RMSskMViYdwUFiJPy2F+VjARq7jmMxPhUrBsh8xmM1paWpCRkYGqqqplSUygjbM9haeEy1VF7krM1Wo1Y1yflZXFRB6ySczDhRRyoc1tNBqjlcJwh9VqRWtrK2w2GzZv3uz2gXKN2MyHv+uz2+1oa2uD0Wj0WmSxHLhWKSQehTMzM34LSvwlhMT3MTExcdkqTSggG52Fb0chci26k4zCzPD0IySJHunp6diwYUNY3BiXg9FohEQiQVZWlscWU0vB1R+TCJdIyk5fX19Q8pkNBgMkEgmTn+3Ld5Nt42xP4avVy3xirtVqoVarMTg4CLPZDIFAwHwuycnJfnc0wuHaJ/OEoazSGQyGiFceAxFMCnU6HaRSKQQCAerr6887XUUyKSTei8nJydi8eTPrxCRYxtqegBgMA4BYLPaaELpG1vm7OWq1WshkMqxYsQLl5eWc3Gxf/GTUx9+cX3E612YeGBhATk6Ox9FfXADZG4KZ6BFokPdUWFiItWvXBuQ9EeFScXExk8+sVCrR0dEBp9PJej4zeU9FRUVYs2YNK++JDeNsT8GGebWrowDxoiRVxKGhIcTHxzMEMTMz0+vKcKjFG54i1MpjIFopDDu4fvkmJibQ3d2NtWvXYvXq1Qt+MV0TTbgIX0mhUqlEa2trQL0X+Xw+JyqFWq2WqSLo9XqvNg22BSXT09Po6upCWVmZV76PwcbHQ1ovf4MGsNDfho91ObGw2+1ob28HRVEMIcjJyeFchZRAoVCgo6MDa9eu5fTn5A2Ir2Iw39P8fGa9Xg+VSuWWz+xLyg4BMdYvLS1FcXFxgN6Fb8bZniIQVbikpCSsXLkSK1euhNPpZKqIfX19sNls51URQ7HGQIAL5PVCiLgDIogUAp9bMMzMzKC+vh7Z2dmLPpYkmgQzLskbkBatp+sjlhqDg4OoqqoKaGIBF9rH8xNKpqenPV6Ta0WAjci6oaEhjI2Noba2Fjk5OT4/V6Bhsjkx51VIzmKE8Bzu/eI6VJUJ3RSsIyMj6OzsZOLWhEKh3y0utjA+Po7+/n5UVVUhLy+8BTIE5DBSVVUVMnstV38+ks9MklVIyg6xvPFEWatQKNDe3h705JWF2syEIPpSRQx0Ugifz2cIYFlZGUwmEzQaDVQqFQYGBpCYmMj8XCAQLHhoDidSGOpKYbR9HGZwOp349NNPQVEUtmzZsuxwv2v7INQX20Jw9d9a7oZK7Ce0Wm1QsptDSQppmkZ/fz/GxsbcBCULeRUu9LtkoycbNpuRdVzfMI53Tnn5G4v/bSpy4nBx2ed/+/kKVqVSycStJSQkMAQxFG1mmqYxODiIiYkJ1NfXc0oJ7g9GR0cxODiIurq6JQ/AwUZ8fDwKCgpQUFDgls88ODiI9vZ2CAQCpqI8X805NTWFnp4eVFdXM6LAhUDRNBwUjXj+ub3o3X4V/iWZhtMJXF6RjZ3VeUhP9L1avVCb2dsqYjCzj3k8HtPeLyoqgsPhwOzsLNRqNXp6emC325n4vaysLOb+GC6kkAv36Wj7OMzA5/NRXFyM3Nxcjy4eMmPocDhCfrEtBLKm5crmRNhATJrZmOXxZG2hmCkkCSV6vf48QQnxKlwMbAtKiIgJYC+yjg3YHE683aPEXz8aRb/CBDsFxPGAlHhg1sre67z49Y2L/iwxMdEtbo1YnJA2s+vsWaCNkimKQldXF2ZnZ9HY2BgRmzo5GE1NTUEsFgf8EOgPlstnTkhIYK4FvV6P4eFh1NXVLWge3j6hw6MnBiAdn1vyNT8Y0uBXb/Rj46oM/OXWOlZIz2JilaWMs0NJuGJjY5mDGE3TMBqNUKvVkMvl6OvrQ3JyMrKzs6O5x17AZDJxNuyCTUQMKQSAgoKCJYmBK4hXFVcEE/PhSgoXa7eQuZu8vDxW1IaeIhSVQiIoiYuLw6ZNm84jE8vlH7MpKCFCHoFAgMrKSs4cKubMdvzXkS6c6NO4/buNBmwsEsJL16R7XIXh8/nnzZ4plUqMjY2hq6sLGRkZjFEy2x5gDocDra2tsNvtnCLu/iDcSe78fGbS7mxra4PT6YRAIIDJZEJycrKbZ+Sx9hn856Fur17rkzEdNj3+Ht6772IksmiwvphYZb5xtuu/cSFZJTU1FcXFxbDb7UwVUaFQgKIotLe3M61mLn5PuNA+jlYKwxA8Hs8rUshlBTI5cS62vrGxMfT29qKioiLoA/PBJoWugpLFEkoWWxOb/oMAGLXlqlWrWFNEsgGapvHzIx040acN+Gs1FAt8+j3X2bPS0lJYLBamakSUlKS64a/FicVigUwmQ3x8/HnpF+GK+UbbXLx5ewOSz6xWq8Hn87FhwwYYjUZMT0+jp6eHyWdOSs/Ez454RwgJDDYaX/rTJ3j9rotYXv3nWKiKODY2BovFgqSkpPPml0MdvxcXF8cc1BITE6HT6ZCamoqpqSkmI50QxPT09JBX6ADutI+5PiLEBsJ/p/QD4aBAnk90iJhGLpdDLBaHJKM1mJY08wUli5GwhUghmwpjmqbdhApcayOcHZ3FW0EghABQWchOuzIxMdFNSUmqRp2dnXA4HEybWSgUetVmJpVctvz6uACbzQaZTIaYmJiIMdqmKAqdnZ3Q6XRoampi5txKSkrc8plPfdgOqx9n0BGNDZ2TWlQVCthZ+BKIiYnB8PAwRkZGIBaLkZaWFhLjbE9B0zQSEhJQUlLi9ndXq9Vob28HTdPMLGIoc7G50D6OCk0uABAFMlcxn3xZrVbIZDI4HA5s3rw5ZEkZwbCkWUxQshjmk0LXoXA2Iut6e3uhUCg4F1lH8P9e9a2SAlAAPN9sYwDUrxT4+FqLg8/nM1XCdevWwWAwQKlUMvZSnubxzs7OQiaToaioCKWlpZyp5PoDMjeckpKCDRs2hLxiwgZcq56NjY3nVT1d85m7rRNAR7/LT5dWxS+Eh47346VvNPq/8CXgKmhyzdD2xjg72MRnfmt7oVxstVrt9j0kBDEtLS1o3y8uVApNJlOUFIYbvL1Audw+BtzXNzc3B4lEAoFAgIaGhpB+QQLdPl5KULIYyGA3Gfx2jUXyZ+MiPnxWq9WtmsEl6C12DM/afPxt725CN9blITE+sNsGj8dDWloa0tLSsGbNGlitVqbNPDIygri4OIYguhr2yuVydHZ2ory8HCtXrgzoGoMFkuiRk5OD9evXRwTJdc1mXq7qSdM0HjrWP+9fXf8GnhHEfoXJ63V6AxIpKpfLF531DKZxtqdYat7R1VWAWA2RKuL4+Dh4PB5DED2xGvIH0ZnC4CGiSKG3CBdSOD09jY6ODpSWlqKkpCTkN4aYmBjYbL6SkKWxnKBkqTW5DnyTf/MHJpMJMpmMiazj6lxa34w+KK8TA+C+7eVBeS1XJCQkMLFfTqeTyePt7u6GzWZDdnY2YmJioFQqUVNTw1rGd6ih1WohlUo5N7/qD2w2GyQSCeLj41FbW7vkjZ6maVzx5PtY2lpz/t9kYZJotQfuEEvTNLq7u6HRaNDY2OjxwTGQxtmegqIoj/fY+Ph45OfnIz8/HxRFMVXE0dFRdHV1uVURl6rm+4KlBJfBAFFwk+pvJIObd7kgITY2ltMzhTExMZiYmIBGo0Ftbe2Svl3BRKDax7Ozs5BKpT6pqWNiYuBwOFgTlJDIuvz8fJSVlYV8nmUh2J0UDkqn8KvX51dSAoOfbStFEosqTl9AxAk5OTmoqKiAwWBAd3c35ubmGCPxubk5CIXCoLa32IZSqUR7ezvKyspQVFQU6uWwAnLgS0tL8yhv+tE3eiE3entoX7iK6ERgPPnIXKRer0dDQ4ObYtobsG2c7c36fXmemJgYCAQCCAQCRjSmVquh0WgwOjrqZqydlZXl94GaK+3jaKUwzBBJ7WO73Q6TyQSz2exxCzVYCET7mAhKysvLsWrVKq8+S5qmwefzMTw8DLPZDKFQiIyMDJ8JAUmJKC8v5/QN+Tdv9+OFT7w1pPYNiTzgKw3casmSFB+bzYYtW7YgNjYWKpUKSqUSo6OjiI2NZdrMWVlZIb+peIrJyUn09PRgw4YNEZO8YjQa0dLSwsyMLvfdpCgKfz877eerfv4aMQDeffddZGVlQSgUsmK9QlEU2traYDab0dDQwJoIw1PLG/JYf6qIbBHlxMREpppPURQTvzc0NMQkHOXk5DDxe97uzVwQmkTVxxcAuKo+JupJHo+HkpISzl2IbKqPXQUlIpHI65g4cppet24d01aUSqWIiYlhCEF2drZHhIAMio+Pj3M+sq5tQhs0QggA9+8oDfmm7Aq73Y7W1lZQFIWmpibmhuyapEGuh97eXlitVoYQ5OTk+FzRCSRomsbIyAhGRkYgEolC4iwQCJB56JUrV3os/nnm3WFW15CWwINYXA+lUonx8XF0dnYy4iVf8pmdTidaW1vhcDgCrgZfyjh7IUN+b6qIgaiexsTEICsrC1lZWYxhOZlFJNZTpIroOhO8FEI9U+hwOGCxWDh3Lw4ELnhSyLVKoVKpRGtrK4qKimAyBXY42lew1T52OBxoa2uDwWDwuho6X1ASHx/PqObISVWpVKKvr8+NEAiFwgUrBE6nE52dnZibmwuLyLq790m9eLR3CuP5qMpLwpfruVMxtVgskEgkSEpKgkgkWvBmQfJ2s7OzUV5eDqPRCJVKxXjgpaamMocGbwlBIECECjMzMxCLxUhPTw/petiCRqNBa2srSkpKsHr16kUfZ7U78Ktj3TjcpkIgpv9S4/luHpkL5TMTgpidnb1ku9PhcDCH9vr6+qDOGi9XRfTW8iYYFbikpCQ36ylSRezr64PNZoNAIGC+q8nJyQs+R6jbxwaDAQCiM4XhBm839tjYWNjtS48xBwukFTY4OIiqqioUFBSgvb2dc6QVYKd97KugBDg/oYScjl3XR06qhBAolUomVzU9PZ0hiCkpKW4ecK5VJ65CMqqG0uLNb/i+6a8TJuKvt4tDTpoI9Ho9pFIpcnJysG7dOo9uaK6JDqtXr4bdbmfazBKJxK2qzMb8k7dw9etrbGxc9MYYbiBzkRUVFSgsLDzv5zYHhd+fGsTfP5mALchR6vPzmbVa7YL5zEKh0K3dabfbmX1rOaFMMLBYFXGhNvNCVcRgp624zhq6VhFVKhUGBgaQmJjI/FwgEHgc9xpokAIN14sFbCCiSKG34PP5sFi8ursGBE6nE+3t7dBqtWhqamKyTLlYyQT8bx/7Iyjx1pDalRCUlJTAZrNBqVRCqVRiaGgIcXFxcDgcyMjIQG1tLWcVxq6455WOgL9GOh/4f7vX4erKFYjhCCFUq9Voa2vD6tWrsXr1ap+JalxcnJuKklSV+/v7YbFYkJmZybSZA21B5BrFt5BfX7iCzOUuNhf5wkcjePxtdlvES8HsWHy/mn+IJPnMSqXSLZ85IyMDw8PDSElJQXV1NafGKYDlLW8WqiKGsgLH4/GQnJyM5ORkFBUVweFwMFXEnp4e2O12ZGZmIjs7Gw6HI6QE3Gg0IjExMeSHgGCA+3fAAIILM4XEmJbP52Pz5s1uNwWukkJ/2sf+Ckr8TSiJj49nBqLlcjk6OjqQmpoKg8GA999/320OkYupEcMqI1SmwJZVhEnAqR9exhkyCHxOMtavX4+CggLWnteVEFRUVDBtZrlczkR+EYLoj3hpIdhsNkilUsTGxkZMFB9wLoJzYGAAdXV1yM7OPu/nT58exNPvjQV1TTFefGwL5TPPzMygs7OT+fnU1BRnZ1MJlqsiElUzF/KZATDCsJycHKbDQ/KZzWYzent7kZubi+zsbGRkZAR1vQaDgfVsdq4iMnahf8OX9nEoSZdGo4FMJlu0YhYTE8OZ9rYrfGkfk5mp8fFxvwQlbEXWjY2NYXBwkKlkEPd+pVKJ4eFhdHR0MBUjoVDIGdPqtgldwF9j3zebOEMIifhieHh4UZLBJlJSUpCSkoLi4mIm8kupVDIzZK6HBn9InLf2LOEAYgk0Pj4OsVjMdDxcYbE7gk4IAaAwwzfyxufzkZKSAq1Wi/z8fKxatcptNjWQhwY24VpFJARxYGAADocDycnJITHOXgquHZ7i4mK89957KCwshMlkQmdnJ5xOp1v8XqAr7IQUXgiIKFLoLUJZiRsbG0Nvby8qKiqwatWqBR/D1Uqht+1jNgUlbETW9fT0QKlUut24XN37165dC7PZzLSZ+/r6mM0/1MIEoz8hsB7gxjohCjO5sfnRNI2enh4oFAo0NjYGfcjbNfKLoijodDq3uTPXNrM3c4B6vR4SiQR5eXmoqKjgLJHwBq5CmYaGhkW/4/ft7wzyys6htkjg0++RRJm8vDyUl5czaTskJ5iIVUhCC8nrzsnJ4WSnATi31w0MDDDpK0lJSSExzvYGNE0jJycHKSkpoGkaBoMBarUa09PTTEWfEMT09HTW10s8CiPhu7ocLnhSGOz2MUVR6O7uhlwuh1gsXtJ2gquk0Jv2sb+CkvmKOn8j69ra2mCz2ZaNrEtKSsKqVauwatUqt4oRESYQghhs/zv5rGGRn3ifBzsfKXzgZ9dU+vUcbIHM2ZpMJk7EC8bExCAzMxOZmZkoKyuDyWRi5s76+vqQnJzsVjFa7KZE1Lj+zkVyCRRFoaurC1qtdlmhzKl+TRBX9jm2Va3w+nf0ej1aWlpQVFS0YKKM62wqTdPMoWFkZMTNmy8nJ4f1hA9fQci7QqFAQ0MD81mFwjjbmzW7Ck1cYzCJcIwYZ7e3t4OmabcqIhvCwQsl4g64wElhsNvHVqsVMpkMDocDmzdvXvZGx1VS6Gn7mC1BCRubEImsS0pK8jqybn7FiAgTiP9ddnY2QwgC3cZ47tOFDH39J4QAsH9vU8grAgAYNTiPx0NjYyMnKy7JycnMocHhcDCHhtbWVgBgrgnX2VSFQsGocSMlm5mQd7PZvKxQ5syQKogrc0edl5VCEjG4nJUOAY/HYxI+1q5dC4vFwlQRXb35QmmkTirvKpUKDQ0NC95/gmmc7SnIvWaxv5nr/kzTNPR6PVQqFSYmJtDd3Y20tDSmgutrypHBYLgglMdAhJFCLieaEANXgUCAhoYGjzYFNk2i2YQnpHBycpJJBSkuLvbq+dkQlLhidnYWra2tyM/PZ1pAvmIxu5vJyUl0d3efZ3fDZnWApmnQC/7E/9f4weXFKM4K/UnYZDJBKpUiNTUVGzZsCAu1X2xsLPLy8pjZVJ1O5zabKhAIEBcXB5VKherqas7EVfoLh8MBmUwGiqKWNXBWGyz4xv+1B3F1n+Ox5nVePZ7MevsTMZiYmOjmzTffSD0zM5OZTw1GFdw1n3kxQrgQlhKr+Guc7SmWI4Wu4PF4jB/lmjVrYLPZGONsctB0jd/z9MB5oUTcARFGCoFzFwXxr1sOwWofT09Po6OjA6WlpSgpKfGYKAQqY9hf8Pn8RRVr/gpK2CaEU1NT6O7uDkh1Zr7djdVqZVqKQ0NDSEhIYAiiQCDwe7NsHw9M662uMAV3XrImIM/tDebm5iCVSrFixQq/yXuo4FoxIm1mMsMKAP39/dBqtcjJyWHlmggViHI6Li5uUQNxAqPFhkuePBPE1X2OmxtX4NrafI8fr1Kp0NbWhnXr1rGmcnfN66ZpGiaTCUqlEgqFghk9ID8PxDVB0zTT3vc3nxnwzvKGjffiOk/uLeLj493sp+bm5qBWqzE6Ooquri6kp6czJHGpFn+0fXyBIDY2lrmgA3EDciVItbW1XlcIuNw+Bs43PuWSoISo6yYmJoKiWgWAhIQExu6GWFkQA1+KopjKQE5OjtfKVZqmcceLbeyvGcD/fb2R9ef1FuRmXFpa6nVlmaugaRqjo6MwGAzYuHEjkpKSzrsmXEcPuNgmXwgkUYZUc5e6WdscTjQ+/mEQV3cOWUl8vHCbCGtzPRcnyeVydHZ2oqqqKmCZ0zwej1G4r169mhk9UKlUbtcEIYn+zsMRY3S9Xo+GhgZWx1u8Mc4mj/OF2JF5Qn/v0TExMcyBrbS0FFarlakijo6OuhlrzzexD0bu8dNPP40nnngCMzMzqK2txe9//3s0NTUF9DUXwgVNCl3d0tn2CCOiBqPR6DVBcl0f10khARGUxMfHh1xQ4nQ60dHRAb1ej6amppCc8Ph8PlMlZMPupk+uh9mzArhX+Ne3G0JuPzM5OYmenh5UVVVhxQrvBQFcBEVRaG9vh8FgYBSeAJCbm4vc3Fy3a2J0dJQRJhCCyFWlo9FohEQiQXZ2NtavX7/sGu96mf2DzGK4fWMuvn95ORLivSfXJO2ouroaQqEwAKtbGPNHD+bm5qBSqTA+Po6uri6kpaUxh0lv5+EoikJHRwcMBgPEYnFA552XqyL6I1YJlMF2QkKCW6qNTqeDWq3G8PAwOjs7oVQq0dnZiWuvvRZ6vT6gpPCf//wn7r33Xjz77LPYuHEjnnrqKWzdupXxZgwmIo4Uets+Bs5VuNgkhQaDAVKpFElJSdi8ebPPFQCuk0KyNjYEJeQz87fdYLFYIJPJwOfzORNZN9/uZr5y1RO7m9+81c36uhL4wMrM0EWqEV+7sbExiESiJZX44QS73Y7W1lY4nU40NjYueA3OvyYsFguUSiVjeUNGD3JycpCZmcmJNjOx0ikoKMDatWuXJSgOpxMfDGmDszgAP9pa5dPvTUxMoK+vD7W1tUHpKCwG12vCtZKlVCq9zmcmhxKTyYSGhoag74Pzq4j+WN4EI+LO1V2AWJKdPHkSn3zyCZ5++mmkpaWhqKgIR48exRVXXME6QXzyySdx55134o477gAAPPvsszh27Bief/553H///ay+1nKIOFLoDcjFyCbxIgrEoqIiVkQNXCSF5JRHURSnBCVzc3OQyWTIyspCZWUlJ26kC8FVuTo/h5fMH7mqFKempvDJiAH+ZBgvhJQ4HigPD1Bsg1gzqdVqNDY2Royyz2q1QiqVIj4+ftlZO1ckJiael6JBKhVOp5PVlqIvmJ2dhUwmw+rVq1FSUuLR7/z0CPsHmcXwP19a79PvjY6OYmhoCPX19RAIBOwuyk/Mr2TNz2cmYhVSWSagKAqtra2wWq0Qi8UhPxgv1Gb2xvLG6XQGXXCWlJSEnTt3YufOnTAajbjjjjug0+lw7733Ynx8HF/4whewY8cO7NixA+Xl5X69ls1mQ0tLC37yk58w/xYTE4OrrroKZ84Efxb3giaFAHvVOJqmMTw8jMHBQVRVVbEypOzqPs+1VhKPx8PQ0BDkcjknBCUKhQIdHR2MhQTX/l6LYX4O7+zsLJRKJZP9mZCQAIvFAivLhBAA1q1IQ0p88LcAMntqtVrR1NTE6agwb2AymRiHAX8OJfNHD/R6PZRKJdNSDKTCfSGQGcjy8nKvxFqvdigDuCp3bN/g3djB/PSV9PT0AK2MHcx3PSDdBpVKhYGBASafOSsrC+Pj43A4HBCLxZybU12ozbxcFTGU+cwAGMPsG2+8Ed/73vfQ39+P119/Ha+//jp++ctfYmpqyq89TKVSwel0njfHmpeXh56eHn+X7zWipJAFUkhm2GZnZ9HU1LRgvJOvawMCN1PhK0heplqt9llQwmZkHTntB3JAPBiIiYlhBp3LysrQ1tYGrVYLXlwCACvYrhResjb4rTJSSYuLi1vWxiScECjltKvFRmlp6YL+d6TNnJWVxXp1nGROezPvSdM0vvFCC6vrWAorUr17zzRNo7+/H9PT00umr3AZrt0Gp9PJtJldxSpyuTxs85nJfcLhcMBqtYLH48HpdIYsfs9VfVxWVobvf//7+P73vw+73R4xexhBxJFCX/KP/bGlMZvNkEql4PP52Lx5M6vDvK5CGK6QQrPZjJaWcxt+ZWWl14RwIW8rX7FYZF24w263M/5vW7ZswccjOgCu8WAU2CCIFSuCWx0xGo2QSqXIyMhAVVUVZ9v73kKtVqOtrc1jo2N/MN//TqPRQKVSobu7G3a73a3N7O9eND4+jv7+ftTW1nrVCdj1zBkMqq1+vbY3+P2NdR4/1tXAebn0lXABUc2OjY0hLS0N5eXlmJ2dZcQzqampzDURLvnMwLn93Wg0YmxsDEKhMKTxeyaTacF7HRuEMCcnB3w+H3K53O3f5XJ5SIR3EUcKvYU/lUJicuqLwMITzBd0hBpEUEKSPbzZXNgWlJBhfofDgY0bN3L6NOwNiHlzSkoKqqurwefz8fTpwXmPYuc6q18lYOV5PIFWq4VMJkNhYaFHIoVwwczMDDo7O7F+/XrWfO08xfw2s8FgOM9IncynehOzRtM0RkZGMDIy4vWs3XMfDAWVEGbEA1UFnh0GXeP4vDFw5jocDgekUil4PB7EYjH4fD4EAgFKSkoY82bXfGZXsQqXq1w2mw2tra1M5wRA0I2zCQwGQ8BcLOLj4yEWi/HOO+9g9+7dAM5dq++88w7uuuuugLzmUoiSQh8NrMfGxtDb24uKigqsWrUqACs7V/XkigKZCErI+/3oo488NtZme37QaDRCJpMhJSUFdXV1rNsJhQqEOM1PXumQW7x4Fs+qiF+qFSI+NjinbDLv6U9CBBcxNjaGgYEB1NTUBNXGZCG45sGuWbOGMVInWbyxsbFubebFOg/zW6tpaZ77/FkdTjx5cpStt+QRHtvjmeKYqHGNRuOycXzhBLvdznSq6urqzvtcFzJvdrXGIvnMwZpP9RQWiwVnz55FVlaWm/VRsI2zgXPfCaPR6NV3wVvce++9uO2229DQ0ICmpiY89dRTjMAl2IiMu6kLAh11R1STcrkcYrE44DYaoVYgL5ZQ4mn+sWuFkA1CqNFo0NbWhoKCApSVlXFmE/MXxDh37dq1boeMKZ3Zy2dy3QgXJ4i/3OWbfYe3IC3IDRs2REy8G03TGBwcxMTEBCdVq4C7kfp8AZPNZnNrM5MqO9nbNBqNT63VHX/4KBBvZUmIijOXfYzT6WSETaGwZwkU7HY74w1bU1Oz7IiRq3lzWVkZM59KEpji4+OZayJU+czA4oTQFd4aZ/tLEE0mU0BHDW644QYolUr8/Oc/x8zMDOrq6nD8+PGQzMhHHCn0FrGxsR6TLqvVCplMBofDgc2bNwel/RDKqDuHw4HW1lYYjUZs3rzZrXzuCSl0LfOzQQiJyfG6detQWFjo13NxBa5CmYWMc3/7zoAfz+66EdIgGck7ytIAmgYCSKhJoszk5CRniZMvIHOsarU6bEQKrgKmiooKJq97enrabeZMq9XCarWisbHR63EMvdWB6bnAR4bOR1ri0u1Pks9M0zQn1bi+wmazQSKRIDExETU1NT6RnuXymbOyshiSGKxWuyeEcD4CaZxNEOhKIQDcddddIWkXz8cFTwo9rRTOzc0xdhMNDQ1BO0WFqn1M7DUSEhIWNOBeal1sC0pIS2tycjKiTI4pikJvby8UCgUaGhrOs8WgaRrHOlQsvdrnf//KZD1Onz7tFrHGZvWERGvpdDo0NjZGTGao0+lkDIF9IU5cwPy8bpvNBoVCgcHBQdhsNsTHx2NoaIiZOfN0n/vxgfYAr/x8ZC3z53dtrXrjGcl1EF+75ORkVFdXs9ImnZ/PbDQaoVKpIJfL0dvbi+TkZGavyMjICMjsHiGEmZmZHhPChcCmcTZw7u9ts9kCTgq5gogjhb60j5ebKZyenkZHRwdKS0tRUlIS1JZlKEihq6Bk3bp1C35pFqsUsi0oITdio9EYssi6QMDhcKC9vR1msxlNTU0LnsR1FjsCUSO+YevFoOwWKBQKjI2Noauri4lYI7NFvoLEO9rt9oib3SIVp8bGxoipOAHnIt5SU1NRXV0NvV4PlUqFvr4+t2qRUChckgSfHtAGb8H/xp9vES/6M1JJS0hI8Ki1Gi6wWq1oaWnxKHfaV7geHFavXg273c6Yqbe1tbGezwycI4QtLS3IzMxEZWUla/dYf42zgXNVQgBh0RVgAxFHCr1FbGwsrNaF1XKu83S1tbUhmYkKNimcLyhZDAuRQjb9B4HPI+tiY2PR1NQUMTdi8r7i4uKWJBhaE/vtuPV5iUhJjAMS45CWlsZ43ymVSiiVSgwMDDBVAaFQ6JWFhcVigVQqRUJCAhoaGiJGAETeF2nVRQrBsFgskEgkjNLdtc1MDJKVSiVmZmbQ29vLtJnnxzF2TGuDvvZ7Ll+N9fkLWyqR9xVI4hQKkPeVlpYWVEunuLi4BfOZyYGSqNxzcnK8zmcGPieExPQ9UEWXxdrM5L61WBWRkMJIKUgsh8jYtf3AYqSLVDyMRqPXBs1sIlhCE0KAJyYmPEoomf93C1RkXXZ2dkDsfkIFvV4PqVTq0ftKSWD/Pd9zxZrz/s01Ys3hcDBGuMTCgrSNlspbJXnfZBYoUj4vo9EIiUQSce/LZDKhpaVl0ffF4/GQkpKClJQUplpE1MwSiYTJ4c3IzMJXngtu6sK/vlGPDYUL29AQH1W2K06hRrCI03JYKJ/ZVeU+P6ZzuYMhqXxmZGQE/X0tZZztOv40NzeHpKSkiPnuL4eII4VstI/JDS4pKWnBebpgIhiVQldByaZNmzw6EblWCtkWlBALkzVr1qC4uDhiNnaVSoX29nasXr3aoyi+7JQEJPEBM4sf/2GpHJeULa5oi42NdasKaLVapoLY0dGBzMxMpopI2okajQatra1YtWoV1qxZEzGfl06ng1QqjThvRb1eD4lE4lX6yvw4RpLD+5UXeuAqYgo0Xr6jdlFCSAi8UChERUVFxHxehOh6I74IFuar3Ml+0d/fD7PZvGg+M3COEJ49e5Yxsw/l+1qqivjiiy/CarUysaORjogjhd5ivvpYqVSitbUVRUVFrMZV+YpAq4+XE5QsBlLBdC27syEoGRkZwfDwcERZmADAxMQEent7UVlZifz8fI9+J4bHw92Xrcbj74ywto6PhtUeP5bH4yEzMxOZmZkoLy9nVKuknZiWlobExEQolUqsW7fOq1xcrkOlUqGtre08i6Bwh1arhVQqRXFxsc/z0SSHV+OIg9YxCXdCGDiCWJqdiJqihUVmhOgWFBREFIEnFd2cnBysW7eO0+/LNZ+5oqLCLZ+5v78fSUlJDEFMTk52Szfi2vsi97I//vGP2LdvH955550LghACUVLIVOJomsbw8DAGBwdRVVUV9HSCxRDISqEngpLFEBMTA7vdzqyNOMr7CuKRRqw+uB5Q7ynmW7NkZi7vq+aK27asxm/eGYGdpfU4/ThfuLYTbTYbent7MTMzg5iYGAwPD8NgMEAoFCIzMzOsWy0k79cbAh8OIESXLRPxW16ULfCvgbm5161IxL5vbV7wZ6SiSyrVkQKTyYSzZ88iLy+PEwUKb+Gaz+xwOJhIxo6ODthsNiQkJEAgEDD/zSXQNI2//OUv+NWvfoVjx47h4osvDvWSgoaII4W+to/b2towOzuLpqYmTmXoBooUTkxMoLu726dEFpqmERsbi7GxMQBAbm4usrKyfN60SJyR0+lEU1NTWFp9LASn04nOzk7Mzc35bM3C4/Fw/7Y1+NXxIVbWtDrbfwNWcoDSaDRoampCamoqY47c2dkJh8PBzBXl5OSElUBodHQUg4ODqKurQ3Z2dqiXwxrkcjk6OjpYIbqjKgN+cqgLOrO3Qijfqoh3XboS37msbMGfzc7OQiaTMaMmkQKj0YizZ88iPz8/Ikz6Y2NjkZubi4yMDMzOziItLQ0CgeC8fOb5IqZQgKZp/P3vf8dPf/pTvPrqqxcUIQQikBR6C6fTCZPJhPj4eGzevJlzJxa2hSaugpL6+nqvb3xkGLegoACpqalQKpXo6uqC0+lEdnY2cnNzvcrUNBqNkEqlSEtLw4YNGyJG2Wmz2RihRlNTk1+2DWYHe+MD911V6tfvO51OdHR0wGAwuKVekLbQunXroNfroVQqMTo6is7OTggEAmYOMZCpAP7AtaIrFos5dTD0FxMTE+jr6/M7js/mcGDn0x9jUudr3dr7NnMcsCghVKvVaG1tRXl5eUSNLhgMBrS0tKCwsBClpaVhTwgJiKgkPT0dGzZsAI/Hw5o1a5h8ZqVSCYlEAh6PF7J8Zpqm8dJLL+GHP/whDh8+jMsuuyxor80V8GhiKBdBsNls8ORtaTQaSKVSOJ1OXHXVVZxseQ0MDMBsNqO6utrv5yKCEpPJhPr6eq8rV4sJSmiahl6vh0KhgFKphNFoRFZW1nmChPkgAoWVK1dG1BwQIbrp6emoqqrym+i+16fEt1/uYGVt/7VtDW5q8q2i4urVV1dX5xHRdbW70Wg0PtvdBBIURaGrqwuzs7M+fS+4jOHhYYyMjKCurs7r0QVX0DSNix5/F1prcG8X//pGHTYUnr9uIkZbv359RLX49Xo9WlpaUFRUFFGiLZvNhrNnzy5rE0RRFHQ6HTOLaDQaGQ9VIlYJ5N9k//792Lt3L1555RXs2LEjYK/DZVywlcKxsTH09vaipKQEg4ODnCSEAHvtY1dByaZNm7w6fdE0zVQIgfMFJTweD+np6UhPT8fatWvP8zdLS0tDbm6uW+g6EV6sX7+eM/ObbGB2dhatra2sKlY3r/H9Zj4fvzo+hHUr0iFa5d1zms1mSKVSJkXBU6K7lN0NqQgIhUKv0jPYBMnFtVgsYZtSshDmVz79ndF9/oOhIBLCz6uIJYLzDx4zMzPo6uqKODEaSc2KtNlIksDiiW9kTEwMI24rKyuD2WxmCOLg4GBA85mPHDmCvXv3Yt++fRcsIQQuwEohETTI5XLU1dUhOTkZp0+fxtVXX81JYjg2NgalUgmxeHH3/uUwOzsLiUSC/Px8rwUl8xNKvBWU2Gw2qFQqKBQKqNVqJCQkIC4uDkajEbW1tRE1t0UEChUVFay3s+r/+xQsLI6Wdv38co8fS5Sdubm5rCkgSUVAqVRCoVAw6RmkihiMMQ7S4ufxeKirqwur2celQNM0I9pio/Kpt9iw8fEPWVqd59hbG4f1KRZGtSoUCmEymZhW+HJequEEnU4HiUSCkpISrF69OtTLYQ2EEKakpPhtJO50OqHRaJiDpc1mYy2f+dixY7j99tvx4osv4vrrr/f5eSIBEUkK7Xb7gjYuVqsVMpkMDocD9fX1SEpKgsPhwNtvv40rr7ySkzeFyclJTE5Ooqmpyaff91dQwqYhNfn7G41GhlwKhUJGqBKu84REeDE6Oorq6uqA3Kw+GFTiW/9gp4UMAHuqs/Dfe2qXfZxarUZbW5vH3oq+gKZpprqsVCqh0+mQlpbGEMTU1FTWX9c1zSOSZlkpimJmPuvr61mpfF711AeYmmNL/+4ZHm0ux67aQka1qlQqIZfL4XQ6kZmZicLCQmRnZ7Oa2R0qEJugSBPLsEkI58M1n1mlUkGr1SIlJYUhiN7kM584cQJf+9rX8Oc//xk33XQTa2sMV1ww7WNSmhcIBGhoaGBuAuT/O51OTpJCX9vHNE2jt7eXsULxVVDCZmSdVCpFfHw8LrnkEvD5fOh0OigUCvT29sJqtbopVsNls59vpROo0PSLS4X4cm0eXmmVs/J8h9o1sDra8Osv1yz6mKmpKXR3dwfcmmV+egapLiuVSgwPDyM+Pp4hiGzY3RgMBkgkEuTk5HDODNgfOJ1OtLa2wmazoaGhgZXvkHLOHHRCePyuRqzKOpcgRVSrJGqssrISFouFETEFc94sECDq6bVr17JiE8QVEEKYnJwckKjBhfKZ1Wo1VCoVWltbQdM0srOzmdGUxb4Lp0+fxte+9jU888wzuPHGG1ldY7jigqgUTk9Po6OjA6WlpQsatp44cQKbN2/mZOC1QqFAf38/LrroIo9/J1CCEl+h0+kgk8kgFAoXbF+TU59CoYBCoYDBYIBAIGDmEP1pCwQSJArRbrejrq4uKPNop3oV+O4/O1l7vuwkHk7ccxESXQ5ExER8ZGQENTU1IW3xk5YRqSJSFMVs9r7Y3ZCqTKSlr9jtdkilUsTExKCuro6V3OlRlR7bnznLwuo8R2VuMvZ/eyPzv2maxuDgICYmJiAWi90OXRaLhTk8aDQaJCQkMNdFOHhlajQayGSyiFNPuxJCkqkdTJB8ZqVSCZVKBYPBgPT0dMTHx8NsNmPjxo2IiYnBBx98gOuuuw6/+c1v8I1vfCNi9gJ/EZGk0OFwMHNwfX19GB8fR01NzaJDySdPnuSsDYVarUZnZycuvfRSjx7vKijxdk5qvqDEX0Nq4Jw/WmdnJ0pLS7Fq1SqPno8oVhUKBWZnZ5GSksIQRF8C1wMBIrxISkpCdXU1Kzdhb/DM6T784b1J1p7v77fUQlySBYqi0NvbC6VSCZFIFLDKpy9w3eyJyp3E7pGUhKWgVCrR3t7OmnkzV2C1WiGRSJhr0d9WOEVR+PL/foZuhYmlFXqOzv+6zM3VoK+vD3K5HGKxeMnDrevhQaVSweFwuB0euNZ5IHY6FRUVKCwsDPVyWEOoCeFCsFgsUKvVOH78OH784x8jOTkZDQ0NOHPmDH7xi1/gBz/4ASfuKVxBxJJCi8WCtrY2GI1G1NfXL1kFfPfdd1FdXY2srIUjlEIJUtm4/PLlhQHEYqegoAAVFRVeC0pcQ8D9JYSukXXV1dU++6PZ7XamGqBSqRAXF8fMIQoEgpBsOnNzc5BKpcjNzfX678wmRL88BSuLz/foteUoggJmsxkikYizFVoCs9nMEERyeCBt5vkGuJOTk+jt7UVVVRXy8hbPfg43kFxcgUCAyspKVq7F3X/8GH1KMwur8w4f/+hipCeeO8QSsYxGo4FYLPbqWiQWWWTP0Ov1SE9PZwhiIGZUvQFJlok0Ox2bzeZ2OOECIZwPs9mM559/Hi+++CIUCgV0Oh2+8IUvYOfOndi5cyfWrl0b6iWGHBFJCrVaLc6ePYukpCTU1tYuWy374IMPUF5ezkl7A71ej08++QRXXXXVko9jS1DC4/H8/jIT3zeNRsNqtYmiKGg0GsYPkaIohgRkZ2cHpVpHqk1kKDyUNxeLzY76Rz9g9TkfaIpDck4xJg02rMtLxSVl2UgMchXUF5CZIkIEYmJiGBKg1+sxNjaG2tpaTh78fAUxOc7Ly0NFRQUr1+LHw2p8/e9tLKzOexBFPEVR6OzshF6vZ0UsY7VamYOlWq1mZlRJmzmYIiOyf1RWVmLFihVBe91Aw263o6WlBYmJiaipqeEkIQSA1tZW7Ny5E/fffz/+8z//EwMDAzh27BiOHTuGd999FyUlJfjwww8jStnuLSKSFHZ1dcHhcHicF/nxxx+juLiYk6c2k8mE999/H1u3bl3w566CEl+iudgWlJDIOoqiUFdXFzBrEdJKJATRbDYH3NJkbGwMAwMDnKo2/fRgKw51aAL2/DwA375kFe6+3L8klGCCoihotVoolUpMTU3B4XBAIBCgoKAAOTk5nEst8gXEwoTt2cjKX55i5Xm8xcqMeLz1/YtAURTa2tpgNpshFotZb/s6nU4mklGlUsFutzP7RqCvDYVCgfb2dmzYsIEz+wcbCBdC2NHRgR07duD73/8+fvazn533ndHr9XjvvfewY8eOC7qdHJGkkMwUeorPPvsM+fn5nBz2tVgsi/oo+isoYZsQGgwGyGSykETWGY1GZg5xbm4O6enpbobZ/oDMNk1PT6Ourg4CgYCdRbOEYNzIt67PxG++XBfw12ELpNqk1Wqxfv16pp1Irg1yeAhHxSqZR1u7dq3XXYGlsOuZjzGgCn7bGACOfrsBJdnJaG1thcPhgEgkCrgbBE3TMBgMTBVxbm4uYFZIJHu6urqakx0pXxEuhLC7uxs7duzAt771Lfzyl78Mu+98MMH9vpAP8PYD5/P5cDi8DXcPDgixIsSNgAhKEhMTfU4oYVNhTPzsioqKQpLX6WppYrVamVmzwcFBJCUlMXOI3oatO51OtLe3w2g0oqmpibPZvb7DswzaN7tn8c2/fYb/vVnM2Y2fwOFwoK2tDTabDU1NTUhISEBOTg5KSkrcWolDQ0OMYlUoFIZsRtUbEHLBdhLQPS/LQkYIrywXYHVWEpN7W19fH5RREB6Ph7S0NKSlpaGkpMTNCmlkZASxsbFMBdEfH9Xp6Wl0d3f7nT3NNRBCmJCQwGlC2N/fj2uuuQa33XYbHnzwwSghXAYRWSl0Op1ekby2tjakpKSgtJR7LTKKovDWW2/h8ssvZ1obXBKUAMD4+Dj6+vo4GVnnGq2mVCqZWTNimL3U346YbfP5fI9mU0OFhodPweTTmcYzQjgf/7O7AttruPU5E9hsNkilUsTGxqK2tnZJcrGQ3Y1r7B7XPm8ilvFHuLUQ5sxWbHriI9aezxt8/7Ji3LFpJaRSKeLi4lBbW8sJI3GKopg2s2t6BiGJns45Tk1NoaenJ+LSm+x2OyQSCeLj41FbW8tZQjg0NITt27fjuuuuw5NPPsnZdXIJEUkKKYqC3e654WpnZyfi4uJQXl4ewFX5jjfffBOXXHIJkpOTGUHJunXrvLbVmB9Z5+8XxLWtWltbi8xM9jJ6A4H5G73dbnczzHYlAQaDAVKpFJmZmaypOgOFFz4axuNvjwT1NbeVp+PJG32PXgwEzGYzJBIJM77g7WFpMbsbLnhljo6OYmhoiHWxDE3T2PjIaRhC0Cj52621qM5PgUQi4ZSFyXwQH1Uyh6jT6ZCamsrsG4t1HwiJr6uriyiBU7gQwtHRUWzbtg07d+7EH/7wB86uk2uIkkIAPT09oCgKlZWVAVyV73j77bfR1NSEqakpzghKHA4H2tvbYTabmQzpcIKrbYVCoWBIQG5uLuLi4tDd3R02Bsc0TaPuodOwh+Cb/I1N+bjv6nXBf+F5IPnMbClxvbG7CSRczZvr6+uRnp7O6vN/72UZ3u6bZfU5PYXkR5vR0tKCjIwMzh+8XGGz2Zjug1qtdlO6Z2dng8/nY3x8HP39/RCJRJw/LHuDcCGEU1NTuPrqq3HllVfiT3/6E2fXyUVESSHOzRxYLBZUV1cHcFW+4+TJk0hOTobdbvdZUELa6Wy0i81mM2QyGeLj41FTU8O5NpsvMJvNUCgUmJiYgMlkQmJiIgoLC5GbmxsWYgSFwYzLnvw4pGu4ojwTv/tK8GeLSFRYoPKZF7O7EQqFAc3spmkaPT09UCqVy5o3+4Izgyp84x/trD6np/jR5YUohRzZ2dlhHTXoqnRXKpWwWq1ISkqC2WyOSJWxa5ufq0RrZmYG27Ztw+bNm/H8889zYhwhnBCRpJCmadhsNo8fPzw8DJ1Oh7q6usAtykcQS5r09HQ0NDSEXFBCIutCbdzMNkhFZnx8HFVVVXA4HAwJSEhIYJTMAoGAszcwg8WO6/70CcZ1wc2qnQ9RQTL+/vXGoFwbCoUCHR0dQYsKcyUBCoUCNpuNSc4QCoWsWagQ9fTc3Bzq6+tZb1/TNA3Rf5+GjVr+sWyjKD0WD4gorFixwmPbsHBBf38/xsbGkJKSAoPBELIKM9twOByQSCTMrC5XiZZCocCOHTtQW1uLv//970FPmooEREkhzvnPkdM4l0AEJQC8tjIIhKBkZmYGXV1dTHh7uG5w80HMtmdnZyESidzSb5xOp5tQBYCbYTYXN0elwYbfvNWLwx2qkK7j59tLcWMje5Yp8zExMYG+vj5s2LAhJDYfrrNmbNrdOJ1OtLW1wWq1or6+nnWvPofTidtfbIFkwsjq83qCi1en4qYiQ9iMZniD4eFhjI6OMm1+ksZE/i8mJgY5OTlMmzlcCEu4EEK1Wo2dO3eirKwML7/8ckR0sEKBKCnEufmD8fFxbNy4cfkHBwmugpKJiQmUlJR47IAfCEHJ0NAQRkdHWVc+hhp2ux0ymcwjs22apt2qRFarFdnZ2cjNzeVkvuo3n/8YH02ExmZkPrauE+DRPdVIiPP/RkjTNHMDrqur48zMlqsVkkaj8cnuhlyPALzOLvcEPznUhiPtalaf01O8dsc6jA70oKSkBKtXrw7JGgKFoaEhjI2NQSwWL5jgRFEUdDod030wmUzIyspihG6hFjIthnAhhLOzs7j22muxcuVK7N+/n3N7cTghIkkhcG6D9hRyuRyDg4PYsmVLAFfkGcgc0dTUFCMo+fTTT1FYWOhRcDqpEDqdTlbaxU6nE11dXdBqtairq2Mtso4LMJlMkEqlSElJQXV1tVcbHqkSkUQVvV4PgUDA2N2EepOXy+Xo7OzEo7IYTBi49RW/qESAuy5bjdoi78kcSfBRKBSsRiiyDdcKs0ql8iiS0Wq1QiqVMr5vbN+Ar3rqfUzNhcaPtWZFAr611oKysjKvXRO4DDJ2Mjk5CbFY7NZlWAomk4m5NoiQiRDEjIwMTlRQCSHk8/moq6vjLCHU6XRobm5GdnY2Dh065Hcs4oWOKCnEuYDy7u5uXHLJJQFc0fKw2+1obW2F2Wx2E5S0tLRAKBQum14QiMg6UrWora2NiHgwAq1WC5lMhvz8fFbmmiwWi1uVKCUlhZlDTEtLC+omT+L4SFv1q899BtmUIWiv7w0e212Baz30PKQoCu3t7TAYDAGZswsUaJpmqkRKpZKpEhHFKhEmECVuVVUV6/OY/+/VTvxLqmD1OT1FAoDHt9CoqlzHOR9Tf0DTNAYGBjA1NeUVIZwPu93O+GWqVOdGPghBzMrKCkkb1OFwQCqVIiYmhtOEUK/XY8+ePUhOTsarr74aNnsClxGxpNBms8HTt0bUi5dffnmAV7U4TCYTWlpakJSUdJ5RMvHLW6rlQuYH2Yysk0qlzE2Kq5uCLyBVNLZjwgjILBHZ5OPi4pgqUWZmZsAEGDRNo7+/n6kyu8bxHZFN4idH+wLyumzg0DdrUFGwuM2Sw+GATCaD0+mESCQK6/YQqRIplUpotVokJSUxowiB8OqzO5yoffg9Vp/TUwjigV/UU6irjSwlLvFolcvlrCrDFzpAZGZmMiQxGNZf4UIIjUYjrrvuOvB4PBw7dsxnUh6FO6KkEOdOG5988gmuuuqqAK9qYSyXULJU4gpRGJOsZzYEJSqVCu3t7RE3DE7TNGMCHKzZSIqimCqAQqFgUjNyc3NZHTYnalWdTgeRSLToTepXr3bgJamSldcMBDIT+Xjtrk3ITP6c9JG2KrFACpcBfU9AcowTExNhsViYaDVygPDnhkzTNB5+owf/ODvD4oq9w+8volFTE1lzyGSEgYgTA0nUiF+mSqWCRqNBcnKyW5uZ7QNEuBBCs9mML3/5y7BarTh+/Dhnx0jCEVFSiM9tX66++uqgE6Dx8XH09PQsmVCyWOIK24ISsp6+vj5UVlYiPz/f7+fjCiiKcptFY9sE2BOQ1Awyh2g2m5k2olAo9Lk9T8YOnE7nsmIZAOibmcPu/23x6bWChS+WpeG3NzUwGd8CgSCsDI49gUajgUwmQ2lpKYqLixdM3CF2N74ImW5+/jNIJkI3NlCRRuO5WyMr3o3MfKtUKjQ0NAS1XUkiO4mamRwwyf/522YOF0JosVhw0003QavV4q233kJGRkaolxRRiFhSaLfbGTuW5WC1WnHq1Cl88YtfDNoXYSFByWLo6ekBTdNYv3692++zKSihKAp9fX2YmZk5r/UY7nBNXxGJRJyZOyF2JgqFgrEzIXOInrajLBYLpFIpEhMTvRInGCx2ND3+gT/LDwoSAfzsC2nYc6k4YirWwOf+ihUVFQsKyGiahsFgYAiiXq9HRkaGm93NUvi/j4bw8NujgVq+R/jzl8tw0frAe0cGCzRNM9ZVYrE4pPvIQrGMAoGAqSJ62852Op2QSCTg8XgQiUScJYQ2mw0333wzpqam8Pbbb0dUfCBXECWFOPeFOHHiBK644oqgzCq5Cko8aT/09/fDarViw4YNANgXlNjtdrS3t8NisXCKNLEBi8UCmUyGuLg4TqevzLczSUpKYgjAYmpEg8EAiUSCnJwcrFu3zusqGk3T2PXMGQyqPRdlhRJJPODRL63HVZV5YU0Qp6am0NPT45W/osViYeZUNRoNEhMT3a4P18/+h/vb8XpXaD0qd2/IxMNfqgvpGtgETdPMeIZYLOacwtVsNjPXx+zsLBITExmCuJwdktPpZPxwuUwI7XY7br/9dgwODuLkyZPIyclh9fkfeeQRHDx4ED09PUhKSsKWLVvw2GOPoaKignnMZZddhnfffdft9/7jP/4Dzz77LPO/x8bGsHfvXpw6dQqpqam47bbb8Mgjj4TN2EuUFOLcF/7NN9/EF77whYAToqUEJYthcHAQRqMRNTU1rAtKzGYzU2mqrq7mLGnyBXq9HlKplInSCpfWI2kTEZJIYtVyc3ORlZWFmJgYaDQatLa2ori4GCUlJX5dB73TWlz3ZylCEG6xBGgAi7+nlemx+L9vNCI3jVs35+VAlOG1tb63VR0OBzOnSgzVCQF4d9SC/3d8iM0le43vbMnHd6/0P3+aKyDzunq9HmKxmPMuDMQOiZBEiqKYMYTs7Gy3wke4EEKHw4E777wT7e3tOH36dEDM6rdt24Ybb7wRjY2NcDgceOCBB9DR0YGuri6m8nrZZZehvLwcv/zlL5nfS05OZsaRyAjPihUr8MQTT2B6ehq33nor7rzzTjz88MOsrzkQiFhS6HA4GPGFJzhx4gQ2bdoU0IFVV0HJunXrPN40R0ZGoNFoUFdXx6qghNiykLipcCFNnoCIZQKVhxsskFg1Modot9uRkpICvV6P8vJyVtXTGqMFX/3zpxib8/x7ExgsTQhdsTaTj6N3XxrY5bAAYgA/Pj4OkUjE2hyUq1q1fWgSP/uEgqd/u0AgLR745P7QuTiwDWKDZDKZIBaLw071TtrMhCAaDAZkZGQwqSq9vb0AgPr6es4SQqfTib179+Kzzz7D6dOngzbrrlQqkZubi3fffReXXnpuj7nssstQV1eHp556asHfeeONN3DNNddgamqKUds/++yz+PGPfwylUhkW10/ksAA/ERsb6xWJ9Bbj4+NoaWlBRUWF1wHwMTExcDqdrBLC6elptLS0YM2aNT61HrmMiYkJtLa2Yt26dX5X0UKNmJgYZGVlYd26dbjoootQUFAAvV6PxMRE9PX1oaWlBePj47BYLH6/VlZKIo7fcykOfKse+amhrBh7/nkNzDpR+ctTeOXsRADX4x+IWnVychINDQ2sDsbzeDwIBAK8NkLhZ5/MJ9PBPe/HAHj7nouD+pqBBEVRaGtrY8Z8wuGGPh88Hg8ZGRkoLS3Fpk2bcPHFFyM/Px9arRaffPIJ5ubmkJqaCq1W63FnLZigKArf+9738PHHH+Ptt98OqvhRp9MBwHlzi//4xz+Qk5ODDRs24Cc/+QlMJhPzszNnzqC6utrNfmnr1q2Ym5tDZ2dncBbuJ8KjyR0E8Pn8gJBConolBqfeDsbSNI3ExERGqZiXlwehUOjzBkUqFmNjY6itrWV9LiOUIGayk5OTqK+v50z8GRtw9UVrampCeno6Y1chl8vR29uL1NRURqiSmprqMxlevyID79x7MUw2O95on8L/OzaEUNcOl8MvXu/H/34wguN3b+ZUxYPkamu1WjQ2NrI+njKgmMOuZxdTks8niIE7HBULYvHqdy9CLD8yDpeu+dNisThixmoSExORn58PuVyOjIwMrFq1CrOzs+js7ITD4fBL7c42KIrCfffdh1OnTuH06dNBTcKhKAr33HMPLrroImaWHwC++tWvori4GAUFBWhra8OPf/xj9Pb24uDBgwCAmZmZ8/w4yf+emQmdNZQ3iNj2sdPphMPheaTThx9+iLKyMlZnFYigxGKxoL6+3ms/K1dBCUnMIErVjIwMhiB6eqNxOp1uXnaRZPZJ3tvc3NySPn3hCKfTiY6OjiWTPGw2m5thNsndzc3NhUAg8Ltaev/+Vhzt0vj1HMFAZW4y9n+bGxnmhFiQ7z/bs2jPvT+EJ0/5qjBmlyR2/TxyWsZOpxOtra1wOBwQiUQRQwiBc++NZL2LRCJG/LCQ2j09PZ0hiP4cMn0BRVH4yU9+gsOHD+PUqVNYu3Zt0F4bAPbu3Ys33ngDH3zwAVauXFxBf/LkSVx55ZUYGBhAaWkpvvWtb2F0dBRvvvkm8xiTyYSUlBS8/vrr2L59ezCW7xeilcJ/IzY21isSuRxcBSWbNm3yWnk0X1CSkpKClJQUrF692o0g9vX1MRWi3NxcpKSkLPjltVqtaG1tBQBs3Lgx5KdANuEax9fU1BRx7621tRU0TaOxsXHR9xYfH4+CggIUFBTA6XRCo9FAoVAwn7lr7q4vlbRHr69F7Wdj+NUbg369n0CjS2FC+6QO1YWh9S4jCSwURaGhoYF1YjGtNftBCAE2q4j/d4fIj3VwC66kqb6+PmwUo55gMUIInGszp6WlIS0tDWvWrIHVamUOmcPDw4iLi2PETP6aqi8HiqLwi1/8AgcOHAgJIbzrrrvw2muv4b333luSEALn7qUAGFK4YsUKfPrpp26PkcvlAIAVK1YEZsEsI3KueD/BZvtYrVZDJpN5LSgBzk8oWUhhnJiYiKKiIhQVFcFutzMEcXh4GImJiQxBTE9PB4/Hg16vh0wmYwyAudRe8xdGoxFSqRTp6ekRF8dnNpshkUiQmpqKDRs2ePze+Hw+QwKJEIEcIEicWm5urtctopsaV+Hi0mzc9qIUM3q7r28r4Pjv1/vw8p2NIXt9m80GiUSC+Pj4gCk67/w/KYvP5jtBXJ+bhPoiAYtrCR0Ikadp+jzSFO4g1U+n0+kR2U1ISEBhYSEKCwvhdDoxOzsLlUqF7u5u2O12t+xuNivgNE3j4Ycfxv/93//h5MmTbnYwgQZN07j77rtx6NAhnD59GiUlJcv+DilGkFnHzZs347//+7+hUCiYruOJEyeQnp6OysrKgK2dTURs+5iiKNjtnt+4pFIpBAKBRxfCUiAJJevXr1/2lDEfrobUREziDaF0Op3M6U6pVILP5yMtLQ0ajQbFxcUoLS0Na9HFfMzOzqK1tRWFhYVYu3ZtRL23ubk5SKVS5OXloaKCHXsPmqbdDLOJITKZQ/RmvEFntkOptyItMQ7CtHhojFZc+uQZv9fIFkLVzrRYLGhpaUFaWho2bNgQEAEXTdOo+tVp1p/XW4gKU/G3OxrAjwn/7124pHn4Atd2uL/VT9JmJveZubk5pKWlMVXEtLQ0n/cqmqbxxBNP4A9/+ANOnjyJmpoan9fpC77zne9g3759OHLkiBsZzcjIJNvIsQAAb/tJREFUQFJSEgYHB7Fv3z7s2LED2dnZaGtrww9+8AOsXLmS8S4kljQFBQV4/PHHMTMzg1tuuQXf/OY3o5Y0oYa3pLCtrQ3Jyck+l6pdBSUikcgnQQmZH+TxeH7fTJxOJ/r6+jA5OQk+nw8ej+eWuRvum9709DS6urpQUVHhNfnmOlQqFdra2rBmzRoUFxcHjOySMQRiiJySksLMIfqyududTnz1fz9BpzL0Ztinvr8JeRnBNWE3Go2QSCSML2agPrffvN2HP380GZDnXhqfVxGvXJuG33+1IQRrYB92ux1SqRSxsbGora0N+73RFWwSwoXgOsusVqsRGxvLEMSsrCyP/5Y0TeN3v/sdnnjiCZw4cQJisZjVdXqCxb6vf/3rX3H77bdjfHwcN998Mzo6OmA0GlFUVIQ9e/bgZz/7mVts6ujoKPbu3YvTp08jJSUFt912Gx599NGwqTxHSeG/0dXVBT6f71O5mk1BCVuRdSTnt7a2FhkZGUwLUaFQwGq1MgSRjczMYIKmaQwPD2N0dBTV1dURpZ4GzqVddHd3Bz172m63Q61WQ6FQQKVSIS4ujmlBZ2ZmenVImdGZcec/pBhULUQOA6uCJYgF0BbEauHc3BwkEknAq9ZvdUzjnoM9AXluTxEL4LFNTmRlpDHXSLCFCGzBbrczrX5vYiLDAcEWzLhmd6tUKlitVrc282IpMDRN449//CMeeughvPnmm8ycXhShQZQU/hu9vb1wOp1e9/1JdSA5ORm1tbVenwYCFVlntVpRV1d3nlKVlP8JQTQajcjKymJaiFx266coCt3d3VCr1RCJRAE1Gg82XMlubW1tSDM9KYpyS8xwOp1uVWZvrvHTfXJ85+Uu8swItjXq5WvS8ORXapEQH7gb4uzsLGQyGUpKSrB69WrWn5+maUhGtfjv17vQo7Kx/vzeoCg9Dke/uwk8mnKrEPlziAgVyOwnyQ0PhzV7Coqi0NraCrvdHhIFNRlVIdeITqdDamoqhEIheDweiouLwefzQdM0/vKXv+C//uu/8Prrr+Oiiy4K6jqjOB8RSwppmobN5vkGOjAwAJPJ5NUcAxGUFBYWej33NV9QwoYhtclkgkwmQ1JSEqqrqz26eZtMJiYtQ6fTISMjg2khelvxDCTsdjva2tpgt9tRV1fHuexRf0BRFHp6eqBSqThHdkkiAplDNJlMXh8ihoaH8eDrw5CpeeCKPIXUgxLjedhemYuf7ihHgg/tHaVSifb2dpSXlwdkjMFodeDaZ85gRs+eM4IvaChMwdNfEyEt8XxyQYQIrocIV787LnYibDYbWlpakJycjOrq6ogkhDabDfX19Zz4+9tsNia68+6778bg4CAuueQSFBUV4YUXXsBrr72Gyy67LNTLjAJRUshgZGQEs7OzEIk8s1dgQ1BCHOTZIIREdJGfn4+ysjKfNjmr1crc/MmMGVEyh7I9RPKZvSG74QLiZWc2m1FfX895skuEKuQQQbzMiB2SK1zNxF2j3WZ0FjT/4Qz0HHPE/sUXV+GGzaUeP57MtW7YsOE8w1p/YLSeI4BDSgNueJ5NlbFvWJebhAP/sdGj7z9N09Dr9cw1YjAYIBAImCoiFw6aVquVEQNVVVVFCWGQYbVa8dZbb+Fvf/sb3nvvPVitVlx55ZW49tprcc0117Aa3RmF94iSwn9jfHwccrkcDQ1LD0+zJSghf3Y2NiQyh1ZeXs6a67vdbodKpWJmzBISEhiCmJGRETSCSFS4ubm5qKioiKgN3GazQSqVgs/no7a2lpMb+FIgXmbkEEHskIgKsbu7G7Ozs6ivr1/QTPxV2SR+fLQvBCtfGrc0rsBPtq9f8jHj4+Po7+9HbW0tsrOzfX4tu9OJ/313CM9+MMHJ1Jj0OODM/Zf5/H03m81MC1Gj0SA5OZkhiMHcRwiIOjwjIwNVVVVhOQe5GMKBEBLs378f3/nOd/DKK6+gtLQUr776Kl577TV88MEHqKysxK233or77rsv1Mu8IBGxpBA4d9PyFFNTUxgbG8OmTZsWfQzXBCU0TWNwcBDj4+Ooqanx6+a0FJxOJyNCUCqViImJYQhiIOeHSGsu0CrcUMBkMkEikSA9PT1g1iXBhMPhYNpDpIVIhFt5eXmLDvDbnU48drwf+1qmg7zi5fHK12tRtdL90Oc6+ykSiSAQCHx+/iff6sNzH4dCRbwcPhcDffyfFyM9iR1yMf8aiYmJYZSqwXBEsFgsOHv2LDIzM1FZWRlR+wkhhOEQy3fkyBF885vfxEsvvYRdu3a5/Wx2dhZvvvkm9Ho97rzzzhCt8MJGRJNCm80GT9+eQqFAf3//ooOuXBOUuMa61dXVBS2yzlVhplAo4HQ6mZN/Tk4Oaxv72NgYBgYGUFVVxWprjgvQ6XSQSqUoKChAWVlZRN2cSPXT6XRCIBBArVbDbre7GWYvdsMymC146uQIzgypoZi1wRjktS+Glenx2P+teqQlJaKvrw8zMzOor69HWloaKIrC6KwJreOz+Ndnk+ieMcM6b8spz46D0mjHrCU06/cO5whhcixw6gcXIS0pMOlAFEVBq9UyBNFVqRoIwZvZbEZLSwuysrICahcUClAUxcQpcp0QHjt2DLfffjv+9re/4brrrgv1cqJYAFFS+G+o1Wp0dnbi0ksvXfBn/gpKXCPr/N2QrFYrZDIZYmJiUFtbG7JYNyJCIEpmi8XC3PyFQqFPmxNN0+jr68P09DTq6ur8qsRwEQqFAh0dHVi7dm3Ezc5YLBZIJBKkpKQwCSyuancyY5aZmcnMIS41Q/nrt/rx/McTQXwHy6MgGfj2F0qwvaYA3/y7FK1TplAviUWcI4SZCTx8+OPLgveqLqbqxBCZzKoKhcJFozs9BYkcFQqFrBnBcwXhRAhPnDiBr371q3juuedw0003hXo5USyCKCn8N7RaLaRSKS6/3N3bbGxsDL29vZwRlJDIOtIC4UrbkWzshCCSmz8hiJ4IKJxOJ9rb22E0GiESiTgxlM4myBxaJFY/DQYDJBIJcnJylqzEmM1mpsqs1WqZ3O6FvO6efW8Yvzs9EqR3cKHj85bxG99tQnH2+TOgwYLNZmMIolqtRkJCAkMQBQKBV3ue0WhES0sL8vLyUF5eHnGEsL29HWazmfOE8PTp0/jKV76CZ555BrfccktEfQ6Rhigp/DcMBgPOnDmDL37xiwA+twmZnp7mjKCEzNgRPzQuf7HMZjNDEIlKldz8FxIdkOpnuIoulgKZ/ZyYmIjI6ic5UK1atQpr1qzx+Lokud3k5h8fH+9281fqrbj8tx8HePVRECTweTjx/U3ISeWOAt7pdLp5ZlIU5TaHuNQ+YTAY0NLSgoKCgoiLwQwnQvj+++/j+uuvx29+8xt84xvfiKjPIRIR0aTQbrczVbrlYDab8e6772Lr1q1MMLrVauWMoGRsbAyDg4NhWWWy2WxM+1CtVp8Xp2Y0GiGVSjlX/WQDFEWhq6trSRVuOIMcVMrKyvxSvs+/+dM0jZycHPzHa0rMhtav+YJAhTABB7+9mdM3bFfPTKVSCaPRyIwiCIVCN6N+QggLCwsjLvOdEEKTyQSxWByy8SFP8PHHH2PPnj14+OGH8Z3vfCeiPodIRZQU/hs2mw0nT57Eli1b0Nra6reghKZpVtrFpGKpVCpRV1fHeL2FKxwOh5vVDZ/Ph91ux4oVKyKOEDocDrdUAS6nxfgCYoXEtk8fTdNMLOPgxAzu+8COYCehXEjISuTh/f/8QtjdsMkoglKpxOzsLHPYTElJQU9PD1atWoXSUs99J8MB4UQIz549i127duHBBx/E9773vbC7vi5UREnhv0FRFN566y3ExsZi5cqVPg0kk/lBNiPr2traYLPZFoysC3dMTEygp6cHGRkZMBqN4PF4TAUxKysrrAmixWKBTCZjMlUjyXCbpmmMjIxgZGQk4JF8NE3j7IAct73UTf4FwchOvlDQXJ2L/25eH9bfNeDz7O6pqSmo1Wrw+XysWLECQqEQWVlZEZFpTFEUOjo6YDQaOU8IZTIZdu7ciQceeAA//OEPo4QwjBDRpNDhcDAxcsthbGwMXV1dKC8vx5o1a7x6nUAISkwmE6RSKRPDFGmkgvgrElJBLCpIm9nhcPictxtqGAyGiG2HE3X4zMwMRCIR0tPTg/K6XVM6fOU5CdyPeFGC6Av4AF64eT3Ea1aEeimsQqfTQSKRYPXq1cjIyHCzu3GN3QvHin04EcKOjg7s2LED99xzD376059GCWGY4YInha6CEoqisGnTJq+yZwMhKHGNrItExRyZsROJRAv6K87P2zWbzW55u1zeEGdnZyGTyVBUVBSRs0ydnZ3Q6XQ+zdr6/fo0jaOyKTz34SjGNFaENg04PHF1IfDo1zZzPk7RWxCxU2lpqZvVU6DtboKBcCKE3d3d2L59O7797W/jwQcf5PzfNorzcUGTQrvd7iYo+eSTT1BXV4fMzEyPnp9UCJ1OJyvtYuDzOa2KigqvLXC4DvL3pigKdXV1Hp/YXa1u9Ho9BAIBk6jCpZubXC5HZ2cnysvLI+6zczgczCgDl+YjZWMafPWFVpaeLXIrjwk84NGL+Lj84k2cJhW+YHZ2FlKp1COxE4lmZMPuJhgghNBgMKChoYHTn11fXx+2b9+OW2+9FY888gjn/pZReIaIJoVOpxMOx8L1hIUSSt5//32sX78eOTk5yz53IBTGAwMDmJiYCGhkXahA2uEpKSmorq72ecbHYrEwBFGr1SItLY0hiKFU9o6OjmJwcBDV1dUQCoUhW0cgQFJKYmNjfRJfBRpTWhOu+t0nSzzCE7IXuYRwzxqguTwFIpGI09YlvkCj0UAmk6GiogKFhYVe/a4/djfBAKnM6/V6zhPCoaEhbNu2Dddffz2efPLJKCEMY1yQpJAklKxcudKtPfvRRx+htLR0WSUl24ISp9OJjo4O6PV6iESiiLMt0Wq1kMlkrLfDicmtQqGARqNBUlIS02JOT08PSuvCNYFFJBKFvTp8PsxmMyQSCdLS0jid0Tyo1OPL/3sWlmVHiBcif5FHCNflJOLbX1gNgXEcMTExqKur4xyZ9xdqtRqtra1Yt24dCgoK/Houb+xugoFwIoSjo6PYtm0bdu7ciT/84Q+c3SOi8AwXHClcKqHkk08+wcqVKxc9cZLIOtKSZkNQQlSqxLSZy19+X0BaqoGOdXM4HFCr1YzVTWxsLKNkDlRbiLR25ubmQjJjF2jo9XpIJBLk5eWFRTyYw+nE/306gVfbZzCuMYNy0qCcwOKRw2Tr4/b78hSxAB7ZU4EdG/LhcDggkUgQFxeH2traiFDfuoL4Y65fvx75+fmsP7/JZGLazK52N8E4cNI0zRQJxGIxZ0Y1FsLk5CS2bt2KK6+8En/605+ihDACENGkkKIo2O125r+JoKS+vn7BuUGSj7kQeQmEoGRubg4ymQzZ2dlYvz78bSFcQdM0RkdHMTQ0FPSWKkVR0Gg0jJKZpmk3qxs2bpB2ux2tra1wOp0QiUQRR+aJYKa4uBglJSWcJ4RLYUCuxa4/SUO9jIDh19etx+VlOUiKP1cJtFqtzGhMdXV1RO0rwLn88Pb2dtb9MReD3W53m0Pk8/lMm5ltuxuaptHZ2Ym5uTnOE8KZmRls27YNmzdvxvPPPx9xB48LFRcEKZwvKFmsoiOTyZCRkYGSkhK3fw+EoEShUKCjoyMsIuu8BUVR6O3thUKhCKptyUKgaZqxulEoFLDb7YzVTU5Ojk8tNYvFAolEgqSkJNTU1ETcZkiuzUgSzFAUhcfeGsArZydh+bevTX4aHyYrBZ1toS2Q+y3l3NRYvLp3I9KSPj+QWCwWtLS0ICMjI+LskIBznYeOjg5UV1cjNzc36K9PURRmZ2eZNrPdbnezu/HncBhOhFChUGDHjh2oq6vD3/72t4gbTbiQEfGkUKvVoqWlBSkpKcsOybe3tyMxMRFlZWXMvwVCUEIqaOEYWbccHA4Hk8kpEok4ZbhN0zQMBgPkcjkzN0SsbnJzcz3a0PV6PaRSKXJycrBu3bqIu+lOTEygr68PGzZsCMlNN5AgaRBGoxH19fVITEwERVG490An3upWLfGb3CKItflJ+M1XarEiw/27ZTKZ0NLSwnQeIumgCZyrTHV1dXFGzEX2E0IQ9Xo9MjIymDZzcnKyx58BIYQ6nQ4NDQ2cJoRqtRo7d+5EeXk5XnrppZALcqJgFxFNCrVaLT766KPzBCWLobu7GzweD+vWrQPAvqCEoih0d3dDpVKFvIIWCJD5yLi4ONTU1HB+syD+ZQqFAnNzc8jIyGAI4kJkVq1Wo62tLSJaqvNB0zSGh4cxOjrqlS1TuIBEDjocjgXb/VqTFU+9M4R/SWeWeabgE8TbGvNx5yUlyEpdnCgYDAZm/jPSvE0BYHp6Gt3d3aipqfHIHSIUsFqtDEHUaDRITExkCGJGRsaiB8hwIoSzs7O49tprUVRUhFdeeSUgYzOPPPIIDh48iJ6eHiQlJWHLli147LHHUFFRwTzGYrHgvvvuw8svvwyr1YqtW7fimWeecSuyjI2NYe/evTh16hRSU1Nx22234ZFHHolWNZdBRJNCu92O6elpj6txfX19sNvtqKysZF1QQmbQHA4H6urqOOWvxwZIBS1c5yMtFgtDEGdnZ5GamupmdUOqFOvXr/db6cg10DTt1u73xrw9HGC32yGVShkx13I3hSGVEf/4ZAyvSGbgWHJ3DBxBjAFw9NtirMld/uCo1+vR0tKCoqIirFmzJuII4dTUFHp6elBbWxs2Vl1OpxNqtZohiQDc7G7INUjTNLq6uqDVaiEWizl9X9DpdNi1axdycnJw+PDhgJHXbdu24cYbb0RjYyMcDgceeOABdHR0oKuri3Hm2Lt3L44dO4YXXngBGRkZuOuuuxATE4MPP/wQwLm/f11dHVasWIEnnngC09PTuPXWW3HnnXfi4YcfDsi6IwURTQppmobNZvP48YODgzAYDKiqqmIEJWwQQqPRCJlMhpSUFGzYsCHiTioqlQrt7e1YvXp1RMxH2u12hiCSwXKHw4Hy8nIUFRWF/ftzBVFQ6/V61NfXc6rdzwaI6CIpKcknf8yuKS3+4x+tUJs9y1BfDHwADcWpeLi5EnnpSZjSWqAx2pEUx8PRDjlebZuBweJAYUYS7v1iKb5Q7ll7lCR5kNnkSAMZZ6irqwtoxnYgQdM0dDodQxBNJhOysrKQk5MDrVbLqIy5TAj1ej327NmD5ORkvPrqq0HdJ5RKJXJzc/Huu+/i0ksvhU6ng1AoxL59+3D99dcDAHp6erB+/XqcOXMGmzZtwhtvvIFrrrkGU1NTTFHo2WefxY9//GMolcqIEwayiSgpdMHIyAhUKhVqampYE5RoNBq0trZi5cqVWLt2bUQRCuDcpt3b24vKysqAWEOEEuQUr1AoIBAIoNVqwefzGSVzZmZm2FVEXbFcSzXcYTKZIJFIkJmZ6Xf1mqZp2JwU4vkxoGkaT749gH9+NgnjIr6I1xRSuKFOgBUrVgQsmpEYN3uS5BGOGB8fR39/P0QiUUSNM5hMJigUCoyOjsJmsyElJQV5eXkQCoVIS0vj3D3CaDTiuuuuQ0xMDI4dOxZ0H92BgQGUlZUxivOTJ0/iyiuvxOzsLAQCAfO44uJi3HPPPfjBD36An//85zh69ChkMhnz8+HhYaxZswYSiQQikSio7yGcEFklq3nw5stF0zRSUlLQ29uLTz/9FHl5ecjNzV0wm9dTTE5OoqenB+vWrfPabZ/rIAksk5OTi1r8hDOcTifa29thMpmwadMmJCUlMcpDos6lKIohiNnZ2WGlQrZarZBKpYiPj4dYLI646jXxWFyxYgUrM3Y8Hg8JsXzmv394dTl+eHU583Ot2Q6nk0ZWShx4PB4TzTg5OYnu7m5GgJCbm8uKnyXx6WPDuJmLGBsbw+DgIOrr691u/JGApKQkmEwm8Pl8bNq0iRGrjI6OMv6qxO4m1IdOs9mMG264ARRFhYQQUhSFe+65BxdddBE2bNgA4JzgKD4+/rzrIi8vDzMzM8xj5o+Nkf9NHhPFwoisO8EC4PF4WK4YSsQkGRkZuPTSS6FWqyGXyzE8PMykZOTm5np8iqNpGv39/ZicnIRIJArbtsdicDqdjHVCY2NjxCWw2Gw2yGQy8Hg8NDY2MoKZmJgYZGdnIzs7G+vWrYNOp4NCoUBfXx+sVqub1Q2XRTakgiYQCCLStoS0VIMpCBIkuX/eKSkpKCkpQUlJCSwWC1QqFRQKBQYGBpCcnOxX8g6xZQmWT1+wMTIyguHhYdTX10dcQhBN0+ju7oZGo0FDQwMSExORlpaG/Px8N7ub7u5uVu1ufIHFYsFXv/pVGI1GvPXWWyGZNf7ud7+Ljo4OfPDBB0F/7QsVEU8Kl8L8hJKYmBjw+Xzk5+cjPz+fScmQy+U4e/Ys4uPjkZubi7y8vEU3c1JhMhqNaGpqiljCBABNTU0R2XKUSqVITU3Fhg0bFq3+8Xg8CAQCCAQClJWVwWAwQKFQYGRkBJ2dnYzVjVAo5JSacG5uDlKplLUKGtdAos+41FJNTEzEypUrsXLlSjgcDsYIWSKReD2OQEQXNTU1nLBlYRtEAS8WiyPOnWEhQugK10NnRUUFU0EcHx9HV1eXm91NoO8rNpsNt956K1QqFU6cOBEScn7XXXfhtddew3vvvefml7pixQrYbDZotVq3aqFcLseKFSuYx3z66aduzyeXy5mfRbE4InqmEDh3cS/0FokhNUWdGyBfTlBC1GQkJYPP5zMEUSAQgMfjMZYssbGxqK2t5XS1yBcYjUZIpVKkp6ejqqoqrNqlnoAQJn9j3UwmEyNU0el0SE9PZ6rNoYzCI/OtkSpKIBW0cJlvda0MKRQKOJ1ORqG6kLE6mbELJxWup6BpGkNDQxgfH4dYLI44BfxyhHA5kGrzQnY35P7DFux2O26//XYMDQ3hnXfeCboFEE3TuPvuu3Ho0CGcPn3azTcYACM0eemll3DdddcBAHp7e7Fu3brzhCbT09OM3+r//u//4j//8z+hUCg4dVDnGiKeFNrtdob4EbgaUvN4PK/bZ64xagqFgqkazc7OIicnJyJbcrOzs2htbUVhYWFECmZUKhXa2tqwZs0aFBcXs/b+iHeZQqGARqNBSkoKQxBTU1OD9nckhCkSLXWAz1WqXDE29hY0TWNubo5RqBJjdXLjn5mZwfDwMEQiUcTN2NE0jcHBQUxOTkIsFvs1x81F0DSNnp4eqNVqiMViv5W7DoeDuf+oVOdM1xeyu/H1ub/5zW+is7MTp06dComB/Xe+8x3s27cPR44ccfMmzMjIYP52e/fuxeuvv44XXngB6enpuPvuuwEAH330EYDPLWkKCgrw+OOPY2ZmBrfccgu++c1vRi1plsEFRwrZTiihKArDw8MYHh5GTEwMYmJi3MQHkUAOp6en0dXVhYqKioiJPXMFEQRVVVUFtLVAMlTJZp6QkMAQxIyMjIARRFJhClfCtBzIDFokmW67Vpu1Wi14PB4KCwtRVFSElJSUiDmUkfnr6elpNDQ0RNy4DSGEKpUKDQ0NrFu5kBhPcpiwWCzIzMxkDhPeVCSdTif27t2Lzz77DKdPnw5ZtX2xa/uvf/0rbr/9dgCfm1e/9NJLbubVrvv36Ogo9u7di9OnTyMlJQW33XYbHn300YgT1bGNC4oUBiKyjtyQNmzYAKFQCJ1OB7lczuTsEoKYk5MTdu1W15SL6upqziYJ+ArSshobG0NtbW1QBUHzzW15PB5zrbClOiQVmImJCdTV1UVkhclVAR+JM2j9/f2YmprCqlWrMDc3B7VazbQOA32YCDRomkZfXx/kcjnEYnGUELIAktKkVCqh0+mQmprKXCtLdSYoisLdd9+N999/H6dOneLMPG4UwccFQQqdTqfbDCGbkXVqtRp1dXXn3ZBomoZer2cIosViYdSpQqGQ86cV1/cXiSkXru+vvr4+pC0rktFNxhHIbJk/hwmKopiWlUgkisiWnOvnF8mEQiwWM7OorrPNKpWKOUwQC5NwOXiSFB2lUun2/iIFru8vWIRwPmw2GzOHqFarERcXx1wraWlpjEiQoijcd999eOutt3Dq1KmInDeOwnNcEKTQtVrIRkKJzWZDa2srM7ewXImepmkYjUaGIBqNRmRnZzOGpVwTpNjtdrS1tcFut0dkJJ/D4UBbWxusVitEIhGn3h+ZLSME0WKxIDs7mzlMeHKtuHos1tfXc+r9sYFIT2GhKMot+myx90cOE6QyZLPZGAsTLu4rBK6iCzZm7LgGLhDC+SBz8EqlEv39/fjmN7+JjRs3Yvv27RgcHMRrr72G06dPo7S0NNRLjSLEiGhSSNM0fv3rX+PKK69EWVkZK6doosBNS0tb0rJkuedQKBSQy+UwGAzIzMxkCGKoVVFmsxlSqZSJBeN6RdNbENPmuLg41NTUcPbGCXx+mCAEkVwrhCAuRPbsdjtkMhlomoZIJOL0+/MFTqcTra2tsNlsqK+vjzhLJIqiGEsrsVjs8X5A0zRjYUKuFYFAwFwrXCAmwOcpQbOzsz6pcLkOLhLC+aAoCmfOnMGhQ4fwxhtvYHR0FI2Njbjhhhuwa9curF27NtRLjCKEiGhSqNPpcPPNN+PEiRMoLS1Fc3Mz9uzZ43PklVqtRltbG6uRdWazmSGIc3NzyMjIYNJUgr1hEkuW3NxcVFRURIRIxhWE0GdkZKCqqirs3p/ZbHYTH6SnpzPzQikpKbBYLJBKpUhMTERNTU3YtBI9hd1uh1QqRUxMDOrq6iLuwOJ0OpkKtr+El1wrSqUSs7OzHs+WBRKkAqrT6Tif9esLyIykQqHgfEucpmk89NBDeP7557Fv3z709fXh6NGjOHnyJEpLS7Fr1y7cfPPNTIpIFBcOIpoUEmi1Wrz66qs4ePAg3nzzTaxcuZIhiCTneDmQjN9AWnpYLBYolUrI5XLmpk+8EAN94iSxWWxbsnAFWq0WMpksYix1bDYbQxCJ+MBmsyEzMzMiCaHVaoVEIolYwutwOJgKb11dHasVXqJ6VyqVUKlUiIuLYyqIAoEgKIcj0vI3GAxeVUDDBa6imYaGBs4TwscffxxPP/00Tp48iZqaGuZner0eb731Fo4ePYqrr74aX/va10K40ihCgQuCFLpCr9fj9ddfx4EDB/DGG28gJycHzc3N2L17NxoaGs7bIB0OBz777DNYrVbU1tYGzfLCZrMxbUONRoPU1FSGILI9VD82NoaBgQFUVVVFZGwWySrmUsoFm9BoNJDJZEhISIDVamVu+rm5uawb24YCZrMZLS0tERvLRyqgfD4fdXV1ASW8TqeTmS1TKpWgadrNMDsQr01a4iaTCWKxOOJa/uFGCH/729/i17/+NU6cOAGxWBzqJUXBMVxwpNAVJpMJx48fx4EDB3Ds2DGkp6dj165daG5uxqZNm6DX6/GVr3wFNE3jyJEjIfuy2+12t6oQyWPOy8vzqxVENrPp6emItCwBPvfo27BhQ0iMWAMNYrpdWlqK4uJi5qZPkncAMFWhcPTNNBgMkEgkzEhDuBPc+bDZbJBIJEhISAh6BZSmaeh0OmZvsVgsbvGMbJA3iqLQ1tYGi8USkTOgxDZoZmYmLAjhM888g4cffhjHjx/Hxo0bQ72kKDiIC5oUusJiseDEiRM4cOAAjh49itjYWCQkJCArKwsHDx7kTGwWyU4llhTx8fHMDOJiecwLwTWjWSQScXoz8wWuHnaRSniJqfhisW6u6lTim+lqdcP1mTydTgepVIqioiKsWbMm4gihxWKBRCJhcrZDTdiJqEmpVDLzzf5k7ZIZSSIKijTRU7gRwueeew4///nP8frrr+Oiiy4K9ZKi4CiipHABfPjhh7j22mtRWFgIpVIJiqKwc+dO7NmzB5deeilnTrvz85hjY2M9ahtarVbIZDLw+fyIzGimKAqdnZ3Q6XQQiUQR52EHnHPrHxwc9DgHl/hmkpEEs9nMelWITajVarS2tmLt2rVYtWpVqJfDOkhLPDMzE5WVlZwjvPPjGZOTk5lrxZPDJ1GJOxyOiFTBuxJCrhtv0zSNv/3tb/jRj36EV199FZdddlmolxQFhxElhfPwyiuv4I477sCvfvUr3HPPPXA6nXjvvfewf/9+HD58GBaLBTt37sTu3btx+eWXc0ZBR3yo5HI5k5BBCGJmZiZThTAYDJBKpczNKNTVCbbh6rEoEokicqCdVEBFIhEyMjJ8eh5Xqxu9Xs8p+xKFQoH29vaIzWk2Go1oaWkJm5a4w+FwM8zm8/luhtnz9xCn0wmZTAaKoiASiThfkfYW5Ds4NTXF+Wg+mqaxb98+/OAHP8CRI0dw5ZVXhnpJUXAcUVLogkcffRQPP/ww/vGPf+Daa6897+dOpxMffvghDhw4gEOHDkGn02H79u3YvXs3rrrqKs60D0jbkJhl0zQNoVCI5ORkDA8Po7i4OGLbcVKplJnPirSbEUlh0Wg0rKZ4WCwWpto8OzuLtLQ0hiAGOwllcnISvb29ETsDqtfrIZFIUFBQEJYqeIqiMDs7y1QRnU4nY66enZ0NHo8HqVQKHo8XkbZB4UQIgXNFju9+97t45ZVXsH379lAvJ4owQJQUuuCvf/0r6uvrUVtbu+xjKYrCp59+iv379+PQoUOQy+XYunUrmpubsW3bNs7EipHA9KGhIWg0GsTExDAilezs7Iix9iAV0KysLJ99KLkMMp9lsVgCmsJCorFcrW5IxdmbmVVfQFridXV1Qc2hDhbIjOSqVauwZs2aUC/Hb7iOJCiVShiNRvD5fMTHx0f0nHK4EMLDhw/jzjvvxEsvvYRdu3aFejlRhAmipJAFUBQFqVSK/fv34+DBgxgfH8dVV12F5uZm7NixI+A306VA0zQGBwcxPj7OVM+IWbbVakVOTg7y8vLCQniwGDQaDVpbW5mbbbhVX5YDsSwh1ZdgzWct1DZ0nVlli3iTa3RiYsKvljiXMTs7C5lMxviARhrsdjvOnj0LiqIQHx8PnU7nVnFOSUkJ6+8luUYnJyfDghC+9tpruOOOO/C3v/0N1113XaiXE0UYIUoKWQZN0+jo6MArr7yCQ4cOoa+vD1dccQWam5txzTXXIDMzM2ibI0kQmJ2dhUgkcqteklgsQhCJ8ICrecyLYWZmBp2dnaioqMDKlStDvRzWQRSqKSkpPscqsgEys0qqQmQkITc3F1lZWT6vi6Zp9PT0QKlUor6+njMVdjZBRDPl5eUReY3a7Xa0tLQgISEBtbW1iImJOa/inJCQ4GaYHU4EMdwI4ZtvvolbbrkFzz33HG688cZQLyeKMEOUFAYQ5IZHWswdHR249NJLsXv3blxzzTUQCoUB2xxJBi5FUairq1tWcDE/j5koU3NzczmnTCUg7cbq6moIhcJQL4d1EI++nJwcrF+/njM3UjKSQAiizWZzM0D29EBBVOJzc3Oor68PucAlECDG6evXr+eMrRWbsNlsaGlpQXJyMqqrqxesHhOXBGKYDYCVA0Uw4EoIxWIx5w8tp06dwg033IBnnnkGt9xyC2f2jCjCB1FSGCSQzeXAgQM4ePAgJBIJtmzZgubmZuzatQv5+fmsfYFNJhOkUilSUlJQXV3t9aZrNpsZkcrc3ByjTA1FHvNCcDXdjtR2I4nl47pHn2vFWaFQwGg0ulndLHYYcc35jUSVOHCuit3V1RWxohkSPUiq2J6ME1AUBZ1OxxwoyAgLOVBw7QBKxhrCgRC+//77uP766/HUU0/h61//Omf3jCi4jSgpDAFomsbY2BhDED/55BM0NTUxaSpFRUU+f6EJmcjPz0d5ebnfGwNRpioUiqDnMS8Ep9PJZKhG4jA78HkOdTjG8plMJuZ6IQbI5EBBrhdSxQYQ1BnJYIKoqGtqapCTkxPq5bAOq9WKlpYWpKWloaqqyqf5Upqm3ayRDAYDp6yRyCx2Q0MD5wnhmTNnsGfPHjz66KPYu3dvlBBG4TOipDDEoGkaU1NTOHjwIA4ePIgPPvgAIpEIzc3NaG5uRklJicdfcLlcjs7OzoAZ/i6Ux0zSVIIxZ0PIBE3TqKur41xVgQ1MTU2hu7sbGzZsCPscaovFwliXzM7OIjU1FdnZ2VAoFEhMTAx4zm+oMDY2xqiog5WVHkxYLBa0tLQgIyMDVVVVrBGQ+ddLSkoKQxDT0tKCSnTCiRCePXsWu3btwoMPPojvfe97UUIYhV+IkkIOgaZpyOVyHD58GAcPHsTp06dRVVXFEMTFKn80TWN0dBRDQ0NBm68jecxyuRwajQZJSUkMQfQnj3kxmM1mSKVSZnYp0sgE+QyHh4dRW1sbcZYsdrsdU1NTGBwchNPpZK4XoVCIjIyMiLmRDQ8PY2RkBPX19RE51kCSWIj1UyBnolUqFZRKJVQqFeLi4pg5RDaV7wthaGgIY2NjYUEIZTIZdu7ciQceeAA//OEPI+Z7FEXoECWFHAVN09BoNAxBfPvtt1FWVobm5mbs2bOH2ZBtNhvuvPNOFBQU4Cc/+QnS09ODvlaSxyyXy6FSqZCQkOBTHvNiIIa/ubm5WLduXcRtfGRGcmZmBiKRKCSfYaBBUjyEQiHKysrclMwkIWN++k44wVWQUF9fj7S0tFAviXWYzWacPXsWOTk5Qf0ezle+UxTFJKpkZ2ezaqVFCKFYLOb8Z9jR0YHt27fj3nvvxQMPPBBx+2IUoUGUFIYBaJqGTqfD0aNHcfDgQbz11lsoKirCjh078OGHH0KpVOLw4cMoKysL9VIZpSEhiCSPOS8vz6eKkFqtRltbG1avXo3Vq1dH3MbnmtNcX18fkTOSc3NzkEgkWLlyJUpLS90+Q5KQQcYSyA2fJGSEQ0WYpmn09vZCoVBwPgfXV5hMJobUhzKaj+yFRMlMrLQISfRHsDQ8PIzR0dGwIITd3d3Yvn07vv3tb+PBBx+MuH0xitAhSgrDEHq9Hn//+9/x05/+FAkJCcjIyMD27duxZ88eiMVizlRaKIpizI9d85jz8vI8agGR+bpIzcB1OBxoa2uDzWaLWAUuMRYvKSnB6tWrl3wsueETgkiUqbm5uV5Z3QQTNE0zXqBisTjk4ohAgFR5V6xYgbKyMk4REKPRyMwhzs3NMUI4YpjtKcKJEPb19WH79u247bbb8PDDDwdsv3/vvffwxBNPoKWlBdPT0zh06BB2797N/Pz222/Hiy++6PY7W7duxfHjx5n/rdFocPfdd+PVV19FTEwMrrvuOvz2t7/lfFv+QkaUFIYhWltbsXPnTmzbtg2//vWv8c477+DAgQM4duwYMjIysGvXLuzevRsbN27kTKVlfkWImB/n5eUhKyvLbWOjaRojIyMYGRlBTU0NsrOzQ7jywMBms0EqlSI2Nha1tbVhmyazFIhHX0VFBQoLC736XaJMlcvlUCqVMBgMyMzMZJTMXCDQpMqr1+tRX1/PCbsmtmEwGNDS0hIWWc1Wq5WpIJI5Z1J1XmqMJZwI4dDQELZt24Yvf/nL+J//+Z+AFgDeeOMNfPjhhxCLxfjSl760ICmUy+X461//yvxbQkKCm7hq+/btmJ6exp/+9CfY7XbccccdaGxsxL59+wK27ij8Q5QUhhmOHz+OG264AT/+8Y/xk5/8xG2jM5vNOHHiBA4ePIijR48iMTER1157Lfbs2YMtW7Zwhni4mh/L5XI4nU63mbKBgQEoFIqIns2SSCRIS0vz2N8t3MC2itpsNjMHCp1Ox1SEcnNzQ9JydzqdaG9vh9lshlgsjkglvF6vR0tLC+e9MhfC/IhGkvkuFArdDqHhRAhHR0exbds2XHPNNfj9738f1H2Dx+MtSAq1Wi0OHz684O90d3ejsrISn332GRoaGgCcu3/t2LEDExMTEdn9iQRESWEYwel0YtOmTbj33ntx0003LflYm82GkydP4sCBAzh8+DB4PB6uueYa7NmzB5dccglnbmI0TWNubg5yuRxyuRwWiwV8Ph9r165FQUEBZ4gsWyCimby8vJDOZgUSY2NjGBgYQG1tbUCqvKQiRKyRiHVJoJTv8+F0OiGTyeB0OiESiTjZ1vYXhBCSPPFwBulSkCqi3W5HTk4OeDweVCoVxGIx58Vdk5OT2Lp1K6666io8++yzQT9ILkYKDx8+jPj4eGRmZuKKK67AQw89xHznn3/+edx3332YnZ1lfsfhcCAxMRGvvPIK9uzZE9T3EIVniJLCMIPT6fS6JexwOPDuu+9i//79OHz4MKxWK6655ho0Nzfjiiuu4EQrjrRTKYpCdnY2VCoVzGYzsrOzmRN+uN98Z2dnIZPJUFxc7JX/ZLiApmkMDQ1hfHw8aEkzxLqEZOzGx8czYwmBsLpxOByQSqXg8Xioq6uLuEMLAOh0OkgkEo/mQMMNNE1Dr9ejv78fGo0GPB6PGUsQCoWcHAGYmZnB1q1bcdFFF+Evf/lLSEaCFiKFL7/8MpKTk1FSUoLBwUE88MADSE1NxZkzZ8Dn8/Hwww/jxRdfRG9vr9tz5ebm4sEHH8TevXuD/C6i8ASRt6NFOHzZEGJjY3HllVfiyiuvxB/+8Ad8+OGH2L9/P+655x7o9Xps374dzc3NuOqqq0LSijOZTJBIJEhPT0dVVRX4fD7Ky8uZ+LSxsTF0dXWFRR7zYiDzdeXl5Vi5cmWol8M6iAJXLpcH1d8tLi4O+fn5yM/Ph9PpZKxLZDIZeDyeW8auv9UVu90OiUSCuLg41NbWcmZel00QQrhmzRoUFxeHejmsg8fjQaPRYG5uDhs3bkRcXBwzxtLb24u0tDTmmklJSQn5wU2hUGDnzp1oamrCc889x6lr7sYbb2T+u7q6GjU1NSgtLcXp06dx5ZVXhnBlUfiDaKXwAgZFUfjkk0+wf/9+HDp0CEqlEldffTV2796NrVu3BuXGrtPpIJVKl43lmx+fJhAIGPNjLp7uXTExMYG+vr6IzcClKApdXV3QarWcUeBSFMXMrSoUCjidTjcls7c3V5LzS8zTI3EOVKvVQiqVorS0NCCJSFwAMflfqGVss9ncqs4JCQlMBVEgEASdIKpUKuzcuRMVFRV46aWXQtopWahSuBCEQiEeeugh/Md//Ee0fRymiJLCKACcu4lKJBLs378fBw8exMTEBK666irs3r0b27dvZ8WEej5Ixm9paalXVQmSxyyXyxnRATHL5gIhIaBpmhlkj9TIM1fBRX19PSdGEeaDzK0SgmixWLwaS3CNdausrIxIQqjRaCCTySK2kg18Tgg9SZshfqtkDhGAm2F2oCt2s7OzuOaaa7Bq1Sq88sorIe+MeEIKJyYmsGrVKhw+fBi7du1ihCZnz56FWCwGALz11lvYtm1bVGjCYURJYRTngaIodHR0MARxYGAAV1xxBZqbm7Fz505kZmb6TRAnJibQ29vrtzqViA7kcjlmZ2eRlpbGtJhDaSLs2k6NVBW1w+GATCYDRVFhJbgwGAzMNUOsbkjLcH7VmZg2Z2dnBzTWLZRQq9VobW31yTooXOANIZwP4pZAxE1Wq5U5VOTk5LBO2HQ6HXbt2gWhUIhDhw6F7KBlMBgwMDAAABCJRHjyySdx+eWXIysrC1lZWXjwwQdx3XXXYcWKFRgcHMSPfvQj6PV6tLe3M2vevn075HI5nn32WcaSpqGhIWpJw2FESWEUS4KmafT09DAEsbOzE1/4whewe/duXHPNNYyKz5vnI2HzbFfPbDYbs3Gr1WpGlZqXlxfU+SBCqol/HZeql2zBZrNBIpEgPj4+rOfrzGYzc81otVq3QwVN04xp81KjDeEMlUqFtrY2rFu3LmIrN2NjYxgcHGQlj5r4ZxJDfr1eD4FAwBwq/P2u6/V67N69G6mpqTh69GhI947Tp0/j8ssvP+/fb7vtNvzxj3/E7t27IZVKodVqUVBQgKuvvhq/+tWv3A75Go0Gd911l5t59e9+97uoeTWHcUGRwqeffhpPPPEEZmZmUFtbi9///vdoamoK9bLCBjRNY2BgAAcOHMDBgwchlUpx0UUXobm5Gbt27cKKFSuWvHFSFIXu7m5oNBqIRKKAbgwOh4O52atUKiQmJjIEMS0tLWA3eIfDgdbWVjgcDohEopC3fQIBi8UCiUSC1NTUiPJZnH+ooGkaAoEA5eXlARmfCDWUSiXa2tpQWVmJ/Pz8UC8nIGCTEC4Ei8XCXDOzs7PMQVQoFHq9zxiNRlx33XWIiYnBsWPHIjIuMQru44Ihhf/85z9x66234tlnn8XGjRvx1FNP4ZVXXkFvb29EDv8HGjRNY3R0lCGIn376KTZu3Ihdu3ahubkZK1eudNsQZ2dnceTIEVRUVEAkEgVVHOJ0OpkBcqVSibi4OL/ymBeD1WqFVCpFfHw8ampqItKuxGg0QiKRRHQ7VavVQiKRQCgUgqZpqFQq5poRCoWsjE+EGgqFAu3t7ayZi3MRgSaE80HskZRKJXPNkDnEzMzMJQ9PZrMZX/7yl2Gz2fDGG29E5LhJFOGBC4YUbty4EY2NjfjDH/4A4FzVqqioCHfffTfuv//+EK8uvEHTNCYnJ3Hw4EEcPHgQH374IUQiEXbv3o3m5mbExMSgubkZQqEQr7/+ekhnz1xtSxQKBfh8PtMu9CSPeTEQW52MjAxUVVVFTPXMFXNzc5BIJCgsLOR85JmvIIKLsrIyFBUVAfg8w5tUhAAw7cLs7Oyw+6zlcjk6OjpQXV0dsQfi8fFxDAwMQCQSQSAQBP31KYqCRqNhrhmKotyEKq4HRovFgptuugk6nQ5vvvlmUAhsFFEshguCFNpsNiQnJ2P//v1u6qnbbrsNWq0WR44cCd3iIgw0TUMul+PQoUM4ePAgTp8+jdTUVKxfvx5PPfUUqqqqOEMmSNIBydelaZohiN742s3NzUEqlUb07Bkx3l69ejVKSkpCvZyAgKjhl5qvc41oVCgUTDoGER1wvTo8MzODrq4uVFdXQygUhno5AUGoCeF8uKrflUolXn/9dXz88cfYsWMHdu/ejfvvvx/T09N4++23I9KhIIrwArd3MJagUqngdDrPa5Pk5eWhp6cnRKuKTPB4PKxYsQJ79+5FdXU1WlpasGnTJtA0jUsuuQTl5eVobm7G7t27Q95+jImJQXZ2NrKzs0HTNGZnZ6FQKNDV1eWWx7yUBYVGo0Fra2tEpj8QELIUyXYlpHq2XDuVJGBkZmaivLwcer0eCoUCQ0ND6OjocLO64do86dTUFHp6elBTU4OcnJxQLycg4BohBM5dMxkZGcjIyEBZWRkzfvDyyy/jF7/4BZKSknDfffdBoVBESWEUIccFQQqjCD4OHTqEW265BY8//ji+853vgKZp6HQ6HD16FAcOHMD//M//oLi4mCGIoTYE5vF4jNVCRUUFdDodFAoF+vr6YLPZkJOTg7y8PLfWj1wuR2dnZ0QrN6enp9HV1YWqqiqsWLEi1MsJCFzJkjfVMx6Ph/T0dKSnp2Pt2rWMKnVychLd3d0QCAQMQQy1An1ychK9vb0By6PmAiYmJtDf34/6+nrOEMKFsH79evziF7/A+Pg4eDwe7rjjDpw8eRKPPfYYSkpKmD2xqakp7EYTogh/RNvH0fYx63j++efxve99D//4xz/Q3Ny84GPm5uZw7NgxHDhwAMePH0deXh527dqFPXv2oL6+njObIclKJe1CksccGxsLuVzuNZEIJ4yPj6O/vz/iK0v9/f2sk6X5qtTU1FQ3/8xgVshJok5dXR2ysrKC9rrBBHmPXCeEwLm55r179+Ls2bM4ffo0c9gyGAx48803cfjwYbz22ms4ceIEGhoaQrzaKC40XBCkEDgnNGlqasLvf/97AOfmyVatWoW77rorKjRhGRKJBFarFZs3b/bo8UajEW+88QYOHDiA119/HQKBALt27WJOy1zywNPr9ejp6YFWq2WqiyRuj2vtQl/hmsTCpTYc2xgZGcHw8HDA3+P8+DRij5SbmxtwqxuiwI3kz5EQQpFIxPn2q9PpxN13340PPvgAp0+fXnQcw263IzY2NiLnk6PgNi4YUvjPf/4Tt912G/70pz+hqakJTz31FP71r3+hp6cnYi0ZwhFmsxlvvfUWDh48iFdffRVJSUm49tprsXv3bmzZsiWkg/w0TaO7uxtqtRoikQgxMTFM3J5er0dmZiZzs+di3JsnoGkafX19mJmZidgkFpqmMTQ0hPHxcdTX15+XgRtIuNojqVQq1tTvC4GkeEQJITdAURTuvfdenDhxAqdOnYrYGeQowhsXDCkEgD/84Q+MeXVdXR1+97vfYePGjaFeVhSLwGaz4e2338bBgwdx5MgR8Hg8hiBeeumlQbW2cTqd6OjogNFoRH19/Xk+i2azmWkx63Q6ZGRkMDf7UM+TeQpXc3GxWIzk5ORQL4l10DSN/v5+TE9PQywWhzRZgdiWEFUqTdOs5euSKmiwPPpCATInGS6E8P7778fRo0dx6tQplJaWhnpJUUSxIC4oUhhF+MJut+O9997DK6+8giNHjsBms+Gaa65Bc3MzLr/88oBW5ux2O2QyGWia9ijj12q1MgTRNY85Ly+Ps0RrOdIbCSCRjSqVinOklwixyHVjs9nc8nW9OQANDQ1hbGws6FXQYCLcCOHPf/5zvPzyyzh9+jTKy8tDvaQoolgUUVIYRdjB6XTigw8+wP79+3H48GHo9Xrs2LEDzc3NuOqqq1itzFksFkilUiQmJqKmpsbr6g1X8piXwoUQzUdRFLq6uqDVaiEWizldvaVpGgaDgSGIRqMRWVlZjJJ5sQOQa1tcLBZHZOsf+JwQhoNwhqZpPPTQQ3j++edx6tQpVFZWhnpJUUSxJKKkMIqwBkVR+PjjjxmCqFQqsXXrVuzevRtbt271Kz+URLplZWVh/fr1fs97kRgsuVzOCA7y8vKQm5sb0DzmpWCz2SCVShEbG4va2lrOmy/7Aoqi0N7eDqPRCLFYHHbzniaTiSGIc3NzC44mkFzyqampkLfFAwliHxQuhPDxxx/HM888g5MnT6K6ujrUS4oiimURJYUhwiOPPIKDBw+ip6cHSUlJ2LJlCx577DFUVFQwj7FYLLjvvvvw8ssvw2q1YuvWrXjmmWeiwphFQFEUWlpasH//fhw6dAiTk5O46qqrsHv3bmzfvt2rVppOp4NUKg1YpJvD4YBarYZcLodKpUJ8fDxzo2czj3kpWCwWSCQSpKSkhNwnMlBwOp1oa2uD1WpFfX192FdByWiCUqmERqNhKs9msxlqtRoNDQ1+HYS4jHAjhL/97W/x61//Gm+//Tbq6+tDvaQoovAIUVIYImzbtg033ngjGhsb4XA48MADD6CjowNdXV3Mpr53714cO3YML7zwAjIyMnDXXXchJiYGH374YYhXz31QFIW2tjYcOHAABw8exODgIK688ko0Nzdj586dEAgEixIvtVqN1tZWlJaWori4OOBrdTqdUKvVzM3eVZFK0g/YhslkQktLC2tVUC7C4XAws6B1dXUhzdwOBOx2O5RKJYaGhmA2m90qz8E6WAQL4UYIn3nmGTz88MN488030dTUFOolRRGFx4iSQo5AqVQiNzcX7777Li699FLodDoIhULs27cP119/PQCgp6cH69evx5kzZ7Bp06YQrzh8QKxk9u/fj4MHD6KrqwuXXXYZmpubcc011yAnJ4e5gT777LPo7e3Fj370I+Tn5wd9ra6KVIVCAR6PB6FQiLy8PGRmZrJC3vR6PSQSSURnNdvtdkilUvD5fNTV1XHK65ItuApnRCIR02ZWKpWIiYlxO1iEM+mfnp5Gd3d3WKSx0DSN5557Dj//+c/xxhtvYMuWLaFeUhRReIUoKeQIBgYGUFZWhvb2dmzYsAEnT57ElVdeidnZWTePseLiYtxzzz34wQ9+ELrFhjHI7BUhiDKZDBdffDGam5sxOjqKP/3pT/jzn/+MPXv2hHqpoCgKWq2WIYgkjzkvLw9ZWVk+ER2tVgupVIrVq1dj9erVEUkIbTYbJBIJEhISfBIHhQPIQYfYB7kKZyiKYnK8lUqlxzneXES4EcIXX3wR999/P1599VV84QtfCPWSoojCa0RJIQdAURR27doFrVaLDz74AACwb98+3HHHHbBarW6PbWpqwuWXX47HHnssFEuNKNA0jZGREezfvx9PPfUUNBoNtmzZgm3btqG5uRmFhYWcIU2uliVyuRx2u5250efk5Hh0o1epVGhra0NZWRmKioqCsOrgg8xJpqamYsOGDWFdIVsMNE2js7MTOp0OYrF4SfsgmqYxNzfHHCwsFgtjdSMUCjndUg83Qrhv3z7ce++9OHLkCK644opQLymKKHxC5EkNwxDf/e530dHRwRDCKIIDHo+HlStXorOzE3FxcTh+/DhkMhkOHjyIBx54APX19di9ezeam5tRXFwcUoLI4/EgEAggEAhQVlYGvV4PuVyOgYEBdHR0ICcnh7nRL6QgnpmZQWdnJyorK0PSFg8GzGYzWlpakJmZicrKSs4QejZBURQ6Ozuh1+vR0NCwrJKax+MhIyMDGRkZWLt2LYxGIxQKBcbGxtDV1cWk8AiFQk55U4YTIQSA/fv34wc/+AH2798fJYRRhDWilcIQ46677sKRI0fw3nvvoaSkhPn3aPs48DCZTPjKV76CsbExHD9+HAUFBQDOnfpnZmZw6NAhHDx4EO+++y6qq6sZghgINbKvoGkaRqMRcrmc8bRzrQTFx8czUWDV1dUQCoWhXnJAYDQa0dLSgtzcXFRUVHDm82ETFEW5GYz7a60zP4UnPT2dmUMMpbH3zMwMurq6UFNTg5ycnJCtw1McPnwYd955J15++WVce+21oV5OFFH4hSgpDBFomsbdd9+NQ4cO4fTp0ygrK3P7ORGavPTSS7juuusAAL29vVi3bl1UaMISvvGNb6C/vx9Hjx5dNBuWpmmo1WocOXIE+/fvx8mTJ1FRUYHm5mY0Nzdj/fr1nCIgpBKkUCig1+uRmJgIq9WK6upq5Obmhnp5AQERzhQUFHCKsLMJ4rVoMpkgFotZt9axWq2Mybqr1U1ubi5SU1OD9jcNN0L42muv4Y477sDf//53fOlLXwr1cqKIwm9ESWGI8J3vfAf79u3DkSNH3LwJMzIymKHxvXv34vXXX8cLL7yA9PR03H333QCAjz76KCRrjjTI5XKkp6d7nG5B0zS0Wi2OHj2KAwcO4MSJE1i9ejV27dqFPXv2cGqGjShTp6amkJycDKPRiIyMDMayhEutQn9A/CRXrVqFNWvWhHo5AQFFUWhtbYXVaoVYLA74HKDD4YBKpYJCoYBKpUJcXBxDEJeycvIX4UYI33zzTdx88814/vnnccMNN4R6OVFEwQqipDBEWGxj/etf/4rbb78dwOfm1S+99JKbefWKFSuCuNIoFsPc3Bxee+01HDhwAMePH0d+fj5DEEUiUcgIIlGmqtVq1NfXIyUlZcE8ZkIQuZQB7A1mZ2chk8mwZs2aoPhJhgJOpxOtra2w2+2or68PujDE6XQyFklKpZKxSMrNzUVWVhZr17hcLkdHRwdqamrCYsTh1KlTuOGGG/DHP/4RN998c0RWp6O4MBElhVFEwQIMBgPeeOMNHDx4EMeOHUNWVhauvfZa7NmzB42NjUGzAXGNdKuvr1+wImiz2RiCqNFokJqa6tYqDAcQg/Hy8nKsXLky1MsJCJxOJ2QyGZxOJ0QiUciVwgtZJBGBU3Z2ts8RieFGCN9//31cf/31eOqpp/D1r389SgijiChESWEUUbAMs9mMN998EwcPHsSrr76K5ORk7Nq1C7t378bmzZsDli/sWlUSiUQezZ2RVAyFQgG1Wo2kpCTk5uYiLy8vqLNk3kChUKC9vT2ildSuaSwikYhzmdSuVjdKpRJmsxlZWVnIy8tDTk6OxzOP4UYIz5w5gz179uCxxx7Dt7/97YB+P9577z088cQTaGlpwfT0NA4dOoTdu3czP6dpGr/4xS/w5z//GVqtFhdddBH++Mc/us2nazQa3P3/27v3sKrqfI/j701omnIV2IrJRdQAMyVBIrWkmBQENmpjlJVZ40wWVood7ZlT2pzMOGfGypnU7DTh8zRWKhtUFB1FEUMk2Hghb3ghr7ABYXMVBPY+f/iwTngpNWDvjd/X8/iHay02Xy7Kh7V+v+939mw2bdqEjY0NU6ZM4dNPP7WaX/5E55NQKEQHamhoID09Ha1Wy4YNG7jnnnuIiooiJiaGsWPHttvdn9YJHjY2NowYMeKOQsS1a8la5zGr1Wrs7e0tIiAWFxdz5MiRLr1xprm5mf3796NSqQgICLCKZtPXbnBydHRU7j7fbP2qtQXCvLw8oqOj+ctf/sLs2bM7/N9DWloaWVlZjBw5ksmTJ18XChMSEliyZAmrV6/G29ubd999l4KCAo4cOaJ8zsPDwykuLubzzz+nqamJGTNmEBQUxJo1azq0dmG9JBQK0UmamprYvXs369evJyUlhaamJqKiotBoNIwbN+6OW4w0NjaSn59Pz549GTZsWLuEiJvNY1ar1R262eCXXLhwgePHj1vNRoQ70RrubW1tGT58uFUEwms1NDQoAdFgMGBnZ6cExNa57q13e60lEB44cICJEyfy5z//mfj4+E7//lepVG1Coclkwt3dnfj4eObNmwdc3XSlVqtJTEwkNjaWo0eP4u/vT25uLoGBgQBs3bqViIgIzp8/r7TgEuLnLGOrpLAKH330ESqVirfeeks51tDQwOuvv06fPn3o3bs3U6ZMQa/Xm69IC9atWzfCwsJYuXIl58+fJykpid69ezN79my8vb35wx/+QGpqKpcvX77l16yvryc3Nxc7O7t2HenWGgIffPBBHn/8cfz9/ZXH05mZmRw5coRLly5hNBrb5f39mrNnz1JYWEhAQECXDoT5+fl069bNagMhQI8ePfDw8CAwMJDHHnuM+++/H4PBwL59+9i7dy8HDx7k0KFDPPjgg1YRCH/88UeioqJ4++23zRIIb6SoqIiSkhLCwsKUYw4ODgQHB5OdnQ1cfdTt6OioBEKAsLAwbGxsyMnJ6fSahXWwrIUqwmLl5uby+eef89BDD7U5PmfOHDZv3sy6detwcHAgLi6OyZMnk5WVZaZKrYOtrS3jxo1j3LhxfPrpp+zbt4+kpCTmz5/PpUuXGD9+PDExMTz11FPK3ZVrtfbnU6vVHdqw2cbGBhcXF1xcXJTNBq2P/kwmU5u5uh2x47qoqIiffvqJhx9+GAcHh3Z/fUvQOq+5R48ePPTQQxbT2ui36t69O/3796d///40Nzdz+vRpzpw5g42NDYWFhVRWVuLm5oaTk5NFhK1rHT16lMjISOLi4njnnXcspsaSkhIA1Gp1m+NqtVo5V1JSct0SC1tbW5ydnZVrhLhW1/ifR3So2tpapk2bxhdffIGTk5NyvKqqii+//JKlS5fyxBNPMHLkSL766iv27t3Lvn37zFixdbnnnnsYPXo0S5cu5dSpU+zYsYOBAwfy/vvv4+XlxXPPPcfatWuprq5W3mbnzp2MHTsWZ2fnTp3gYWNjg7OzM35+fjz22GPK+sVjx46xe/duCgoK0Ov1tLS0/Ob3ZTKZOHHiBGfPniUwMLBLB0KdTkfPnj27VCC8VkVFBefOnWP48OGEhobi5+eH0Wjk0KFD7N69m8OHD1NWVtYu3zvtobCwkMjISF5++WUWLVpkMYFQiI7UNf/3Ee3q9ddfZ+LEiW0eVQDodDqampraHPf19cXDw0N5hCFuj42NDaNGjSIhIYFjx46RlZXFgw8+yH//93/j5eXF1KlTWbhwIVOnTuX3v/89w4YNM9sPq9Z5zA888ABjxoxRWuCcPHmSjIwMDh48SHFxMc3Nzbf92iaTiePHj1NcXExgYCB2dnYd8BGYX2NjI3l5efTq1Ythw4Z12UBYVlZGQUGBskGo9e6zv78/jz/+OMOHD2/zy8WhQ4coKSm5o++d9nD69GkiIyN59tln+fDDDy0uELb2qr12qY5er1fO9e3bl9LS0jbnm5ubqaiokF634qa65v9Aot18++235Ofns2TJkuvOlZSU0L179+tGxP38EYa4c607iT/44AMOHz6MTqejV69efPzxx3h6epKXl0diYiLl5eWYe7+YSqXCwcGBwYMH8+ijjzJq1Ch69+5NUVERGRkZ7N+/n4sXL9LU1PSrr2UymThy5Ajl5eUEBQXd9PG5tWtoaCAvLw97e3uLmobT3srKypQ1hDfaMa5SqXByclJ+uQgMDOS+++7j9OnTyvfO+fPnuXLlSqfUe+bMGSZOnEhMTAx//etfLfLr4u3tTd++fUlPT1eOVVdXk5OTQ0hICAAhISEYDAZ0Op1yzc6dOzEajQQHB3d6zcI6yJpCcVPnzp3jzTffZPv27V1mLJq1UqlU5OTksHnzZrRaLb6+vqxfv55//vOfvPnmm4wdOxaNRkNUVBRqtdqsdzZUKhV2dnbY2dnh4+OjtCs5e/YsR44cwcnJCbVajaur63U7ro1GI4cPH6ampobAwMAu+33XGgidnJzw9/e3uDtR7eXngfDa9W83olKpsLe3x97enkGDBlFXV0dZWRkXL17k2LFjODg4KDuZb3U85e24cOECERERTJgwgWXLlpk1ENbW1nLy5Enl70VFRRw4cABnZ2c8PDx46623+OCDDxg8eLDSksbd3V3Zoezn58eECROYOXMmK1eupKmpibi4OGJjY2XnsbgpaUkjbiolJYVJkya12QXZ0tKCSqXCxsaGbdu2ERYWRmVlZZu7hZ6enrz11lvMmTPHDFV3TUuXLuX9999n48aNPP7448pxk8lEUVERSUlJJCcnk5ubyyOPPIJGo0Gj0eDu7m5RgePy5cvo9XpKS0uprq5u08+uW7duFBQUcPnyZUaOHHnLDZCtzeXLl9HpdMraTEv6+rSn2w2Ev6ahoUFptF5ZWdlmEk+vXr1+8+expKSE8ePHM2bMGP73f//X7Lu/MzIyCA0Nve749OnTSUxMVJpXr1q1CoPBwJgxY1i+fDlDhgxRrq2oqCAuLq5N8+ply5ZJ82pxUxIKxU3V1NRw5syZNsdmzJiBr68v8+fPZ8CAAbi6uvLNN98wZcoUAI4fP46vry/Z2dk88sgj5ii7yzlw4ADjx48nLS2Nhx9++KbXmUwmzp8/j1arRavVkpWVRWBgIBqNhpiYGDw8PCwqgFzbz87GxkZpx2Jvb2/u8jpEfX09Op0OV1fXTt0g1NnKy8s5ePAgQ4cO7ZD1a9dO4unRo4cSEO+k0XppaSnh4eE8/PDDrF692uImyAjRWSQUitsybtw4RowYwSeffALArFmz2LJlC4mJidjb2zN79mwA9u7da8Yqu56qqqrb2n1rMpkoKSkhOTmZpKQkMjMzeeihh4iJiUGj0eDj42MxgaS5uRmdTkdzczM9evRocxdIrVZ3mTWFdXV16HQ61Go1Q4YMsZjPf3srLy/n0KFD+Pv7d8qGhpaWFsrLyykrK2vTaN3V1RUnJ6dffQRcXl7OxIkT8fX1Zc2aNWafMS2EOUkoFLfl2lDY0NBAfHw833zzDY2NjYwfP57ly5fL7jYLYjKZKC8vJyUlhaSkJHbt2sUDDzygBERfX1+zBZQbNWy2xnnMv6auro68vDz69evH4MGDrfJjuBWdHQivZTQaqaysVO5AG43GNn00r30kXFlZSWRkJJ6enqxdu7bLLlkQ4lZJKBTiLmIymaisrGTjxo0kJSWxfft2Bg4cSHR0NJMmTWLo0KGdtri+dTzffffdd9N2LK3zmPV6PeXl5dx7772o1eo7fkxoDrW1teh0Ovr3729Rd2jb26VLlzh48CB+fn7069fP3OVgMpmoqqpSAmJjYyObNm3Cz8+PKVOm0K1bN2VjllarveMxk0J0JRIKhbiLVVVVkZqailarZevWrfTr1w+NRsOkSZMYMWJEhwXEhoYGdDodDg4O+Pv739L7aZ3H3BoQbW1tlXVk5prH/GtqamrQ6XQMGDCAgQMHWmSN7cHSAuG1TCYTtbW1LF68mM2bN3P27Fnuv/9+evbsSVpaGp6enuYuUQiLIKFQCAFcvaO1ZcsWtFotW7ZswdnZmejoaGJiYggKCmq33Zitmy369Olzx7tvjUYjly5dorS0lLKyMlQqlRIQb2UdWWeorq4mPz8fT09PvL29zV1Oh7H0QHituro6nnnmGcrLy+nVq5eyY3/SpElMmjSJgQMHmrtEIcxGQqEQ4jr19fX8+9//JikpidTUVHr16qUExJCQkDsOiK2PUvv27dtumy2uXUfWGfOYf01VVRX5+fl4e3vj5eXV6e+/s1hbILx8+TJPP/00TU1NpKWlYWdnR3FxMRs2bCA5OZldu3YRGBhIVlZWl72rK8QvkVAouoQLFy4wf/580tLSqK+vZ9CgQXz11VcEBgYCKD29vvjiCwwGA6NHj2bFihUMHjzYzJVbvoaGBtLT00lKSmLjxo3Y2toSFRVFTEwMY8aMueXdmq13zjryUarJZMJgMCgBsbm5GRcXF9Rq9Q03GnQEg8HA/v378fHxwcPDo8Pfn7m0BkJfX1+raIbc0NBAbGws1dXVbNu27Ya7+Q0GAwcPHmzTC1SIu4mEQmH1KisrCQgIIDQ0lFmzZuHq6sqJEyfw8fHBx8cHgISEBJYsWcLq1auV7v8FBQUcOXKky07N6AhNTU1kZGSwfv16UlJSaGlpISoqCo1Gw7hx4266e7OyspIDBw506p0zk8lEdXU1paWl6PV6rly5gouLC25ubri4uHRIL7rWj3PQoEEMGDCg3V/fUlRUVHDgwAGrCYSNjY08//zz6PV6tm/fjpOTk7lLEsIiSSgUVm/BggVkZWWxZ8+eG543mUy4u7sTHx/PvHnzgKuP99RqNYmJicTGxnZmuV1Gc3Mz33//PevWrSMlJYX6+noiIiLQaDSEhYUpYTs1NZVFixaxdu1as63Xat1o0DpN5fLly/Tp00fpZ9cevelag9KQIUO4//7726Fqy2RtgbCpqYkXX3yRn376iZ07d9KnTx9zlySExZJQKKyev78/48eP5/z58+zevZv+/fvz2muvMXPmTABOnz6Nj48P+/fvZ8SIEcrbPf7444wYMYJPP/3UTJV3HS0tLWRnZyvj9ioqKpgwYQIDBw7k008/5f333ycuLs7cZSrq6uqUgFhbW4uzs7OyUeVOetVZ26PUO2VtgbC5uZlXXnmFo0ePsnPnTtzc3MxdkhAWTUKhsHqtd6Tmzp3L73//e3Jzc3nzzTdZuXIl06dPZ+/evYwePZqLFy+2WQw/depUVCoV3333nblK75KMRiO5ubl8+OGHpKam4ufnx+DBg9FoNISHh2NnZ2fuEtuor69X1iBeO4/5VpYWtDZstpbNFneqNRA+8MAD9O/f39zl/KqWlhZeffVV8vPz2bVrlzTUF+IWyIBHYfWMRiOBgYF8+OGHAAQEBPDjjz8qoVB0LhsbGwoLC0lPTyc5OZkBAwawfv16EhISmDVrFmFhYURHRzNx4kQcHBzMvsvzvvvuw8vLCy8vL2Ues16vp7CwEHt7e2WaSs+ePa9727KyMg4dOtRhM34tRetaSWsKhG+88QY//PADGRkZXfprI0R7Mn8zLyF+o379+uHv79/mmJ+fH2fPngVQfiDo9fo21+j1evlh0QFWrlzJ66+/zoYNG4iOjiYgIIDFixdz5MgRcnNzGTlyJP/4xz/w9vZmypQprF69mkuXLmEJDy169OiBh4cHQUFBjB07Fnd3dy5dukRWVhb79u2jqKiIuro6AEpLSzl06BAPPvhgl/4+qqysZP/+/VYTCI1GI/Hx8ezevZsdO3ZYRc1CWAp5fCys3nPPPce5c+fabDSZM2cOOTk57N27V9loMm/ePOLj44Gr7VHc3Nxko0k7y8/P58knn2Tz5s08+uijN73OZDJRWFhIUlISWq2WgwcPMnbsWGJiYoiKisLNzc3sdxB/rnUes16v59KlS3Tv3p3GxkaGDBmCh4eHRdXanloDobVsnjEajSxYsICNGzeSkZEhjaiFuE0SCoXVy83N5dFHH+X9999n6tSp/PDDD8ycOZNVq1Yxbdo04GpLmo8++qhNS5pDhw5JS5oOUFJSclt3zkwmE6dPn1Y2qeTl5RESEoJGoyE6Ohp3d3eLCl3nz5/n2LFj2NvbU1NTQ48ePZQ1iNYyj/lWWGMgfPfdd1m7di27du1iyJAh5i5JCKsjoVB0CampqbzzzjucOHECb29v5s6dq+w+hv9vXr1q1SoMBgNjxoxh+fLl8oPDwphMJs6dO4dWq0Wr1bJ3716CgoLQaDRoNBqz35W7ePEix44dY/jw4fTp04eWlhbKy8uVcXvdunVT1iBawnrJO2UwGMjPz7eaQGgymfiv//ovEhMT2bVrF35+fuYuSQirJKFQCGGRTCYTxcXFJCcnk5SUxJ49exg+fLgSEH18fDo1dF24cIHjx48zYsQInJ2drzv/83nMpaWl2NjYKAHR0dHRIuYx34rWiSzW0oDbZDKRkJDAihUr2LlzJ8OGDTN3SUJYLQmFQgiLZzKZKC8vVwJi690gjUZDTEwMDzzwQIcGxHPnznHixAkCAgJuaRpG6zxmvV5PWVkZJpNJecTs7OxssQHRGgPhJ598wt/+9jfS09MJCAgwd0lCWDUJhUIIq2IymaisrGTDhg1otVq2b9+Oj48P0dHRTJo0CX9//3YNXWfPnuXUqVMEBATg6Oh4R/UaDAalWXZLSwuurq64ubl12jzmW2GNgfCzzz5jyZIlbNu2jVGjRpm7JCGsnoRCIYRVq6qqYtOmTWi1WrZu3Ur//v2JiYkhJiaG4cOH/6aA+NNPP1FUVMTDDz+Mg4PDb661dR5za0DsjHnMt6Kqqor8/HyrCoRffPEFCxcuJC0t7Rd3ugshbp2EQiE6UUtLC4sWLeLrr7+mpKQEd3d3XnrpJf7zP/9TefzZuinmiy++wGAwMHr0aFasWMHgwYPNXL3lq6mpYcuWLWi1WrZs2YKLiwvR0dHExMQQFBR0WwGxqKiIM2fO8PDDD2Nvb9/utXbGPOZb0RoIfXx88PDw6JT3+VuYTCZWr17NggULSE1N5bHHHjN3SUJ0GRIKhehEH374IUuXLmX16tUMHTqUvLw8ZsyYweLFi3njjTeAq+1zlixZ0qZ9TkFBgbTPuU319fVs27aNpKQkUlNTsbOzIzo6Go1GQ0hIyC8+tj116hTnzp1j5MiRnTaWr7a2VpmmUldX95vnMd8KawyEa9asYe7cuWzYsIEnnnjC3CUJ0aVIKBSiE0VGRqJWq/nyyy+VY1OmTKFnz558/fXXSqPt+Ph45s2bB1z9wa1Wq6XR9m/Q0NDAjh07SEpKYuPGjXTv3p3IyEgmTZrE6NGjlbtyRqOR+fPn4+npyUsvvUTv3r3NUm/rPGa9Xk9NTQ1OTk5KQLz33nvb5X1YYyBct24dcXFxrF+/ngkTJpi7JCG6HMvcAidEF/Xoo4+Snp5OYWEhAAcPHuT7778nPDwcuPrIsqSkhLCwMOVtHBwcCA4OJjs72yw1dwU9evQgMjKSr776ipKSElavXo1KpWLGjBkMGjSI1157jX//+9/ExcXx7bffMnr0aLMFQvj/eczBwcGMGTMGV1dXSkpK2LNnD7m5uZw5c4bLly/f8eu3BsKBAwdaRSAE2LBhg/L16exAuGjRIlQqVZs/vr6+yvmGhgZef/11+vTpQ+/evZkyZcp1YzWFsAbmWdUsxF1qwYIFVFdX4+vryz333ENLSwuLFy9WJq+UlJQAoFar27ydWq1Wzonfplu3bjz11FM89dRTLF++nD179rBu3TpefPFFACZOnMjFixfx8/OziMf1rfOYPTw8aGxsVPognjhxAjs7O+UOYq9evW7p9aqrq5VA6Onp2cHVt4/U1FRmzpzJ119/TWRkpFlqGDp0KDt27FD+/vNNQXPmzGHz5s2sW7cOBwcH4uLimDx5MllZWeYoVYg7JqFQiE60du1a/vWvf7FmzRqGDh3KgQMHeOutt3B3d2f69OnmLu+uY2try7hx49BqtTg5OZGQkMC+ffuYN28eBoOBCRMmEBMTw+9+9zvuu+8+c5fLvffey4ABAxgwYABXrlyhrKyM0tJSTp06Ra9evZRm2b169bph38bq6mp0Op1VBcJt27bx8ssv889//pNJkyaZrQ5bW9sbjm+sqqriyy+/ZM2aNcoax6+++go/Pz/27dvHI4880tmlCnHH5PGxEJ3o7bffZsGCBcTGxjJs2DBeeOEF5syZw5IlSwCUHzrXPnrS6/W3NU9Y3Bqj0cisWbPYvHkzu3fvJjY2lk8++YSioiK2bduGh4cH7777Ll5eXjz//POsW7eOmpoac5cNQPfu3enfvz8BAQE8/vjjeHl5UVtbS05ODnv37uXkyZNUV1fTumy8NRB6e3tbTSDcuXMnL7zwAitXrmTq1KlmreXEiRO4u7szcOBApk2bxtmzZwHQ6XQ0NTW1WfLh6+uLh4eHLPkQVkdCoRCdqL6+/rq2KPfccw9GoxEAb29v+vbtS3p6unK+urqanJwcQkJCOrXWu8GcOXNIT09n9+7deHl5KcdtbGx45JFH+J//+R8KCwvJzMzE19eXJUuW4OXlxTPPPMOaNWswGAxYwl69bt260a9fP4YPH864ceMYNGgQ9fX15OXl8f3331NQUEBeXh5eXl5tPk5LlpmZybPPPsuyZcuYNm2aWedIBwcHk5iYyNatW1mxYgVFRUWMHTuWmpoaSkpK6N69+3WNzWXJh7BGsvtYiE700ksvsWPHDj7//HOGDh3K/v37+eMf/8jLL79MQkICcLUlzUcffdSmJc2hQ4ekJU0HyM3Nxd3dnf79+9/S9SaTiR9//JH169eTnJzM8ePHCQ0NJSYmhokTJ+Ls7GzW8HKtlpYWLly4QGFhISqVim7duilrEJ2cnCyq1p/Lzs5m0qRJJCQk8Oqrr1pcnQaDAU9PT5YuXUrPnj2ZMWMGjY2Nba4ZNWoUoaGhyr9rIayBhEIhOlFNTQ3vvvsuycnJlJaW4u7uzrPPPst7772n9KJrbV69atUqDAYDY8aMYfny5QwZMsTM1YufM5lMHD9+nKSkJLRaLQUFBYwdO5aYmBiioqJwdXU1e5ipqalBp9Ph6emJp6enMo+5tLQUwCLnMefm5qLRaPjLX/7C7Nmzzf45vJmgoCDCwsL43e9+x5NPPkllZWWbu4Wenp689dZbzJkzx3xFCnGbJBQKIcRvZDKZOH36tBIQdTodISEhxMTEEB0dTb9+/To93Pw8EHp7e19Xb2VlpbKT2VLmMe/fv5/IyEj+/Oc/Ex8fb7GBsLa2Fg8PDxYtWsT06dNxdXXlm2++YcqUKQAcP34cX19fsrOzZaOJsCoSCoUQoh2ZTCbOnj2LVqtFq9WSnZ3NqFGj0Gg0aDQaBgwY0OFh55cC4Y3qraqqUpplNzU14eLiglqtxsXFpdMCYkFBAREREcTHx/POO+9YVCCcN28eUVFReHp6cvHiRRYuXMiBAwc4cuQIrq6uzJo1iy1btpCYmIi9vT2zZ88GYO/evWauXIjbI6FQCCE6iMlk4uLFiyQnJ5OUlMT333/PiBEjlIA4cODAdg8/rYHQw8ODgQMH3na9NTU1SkBsaGjAxcUFNzc3XFxcOmwe85EjR4iIiOC1115j4cKFFhUIAWJjY8nMzOTSpUu4uroyZswYFi9ejI+PD3C1eXV8fDzffPMNjY2NjB8/nuXLl0vHAGF1JBQKIUQnMJlMlJaWkpKSQlJSEhkZGfj7+6PRaIiJiWHIkCG/OQzV1taSl5d3R4HwRvXW1dUpaxDr6uro06cPbm5uuLq6tts85sLCQsLDw3nppZf48MMPLS4QCnE3sYyVxUIIs8vMzCQqKgp3d3dUKhUpKSltzptMJt577z369etHz549CQsL48SJE22uqaioYNq0adjb2+Po6Mgrr7xCbW1tJ34UlkulUqFWq/nTn/7Etm3bKC4u5o033lDWH44aNYoPPviAw4cPKy2KbkdrIBwwYMBvDoSt9fbu3RsfHx9CQkIICQnB0dGR8+fPk5mZiU6n49y5c9ftur0dp06dIjIykueee47FixdLIBTCzOROoRACgLS0NLKyshg5ciSTJ08mOTmZmJgY5XxCQgJLlixp0yqnoKCgTauc8PBwiouL+fzzz2lqamLGjBkEBQWxZs0aM31U1sFgMLBp0ya0Wi3btm3j/vvvR6PRMGnSJB566KFf3Rn880DY+kizI12+fFnZpFJVVYWDg4Oyk7lnz5639Bo//fQT4eHhREVFsWzZMovZ/SzE3UxCoRDiOiqVqk0oNJlMuLu7Ex8fz7x584Cr473UajWJiYnExsZy9OhR/P39yc3NJTAwEICtW7cSERHB+fPncXd3N9eHY1VqamrYsmULSUlJpKWl4eLiojxiDgwMvC487d+/n3PnzjF06NBOCYTX+vk85srKSuzs7FCr1bi5ud10NOCFCxeU+dMrVqyQQCiEhZB/iUKIX1VUVERJSUmbUV4ODg4EBwcro7yys7NxdHRUAiFAWFgYNjY25OTkdHrN1srOzo5nnnmGtWvXotfr+dvf/kZZWRkxMTH4+/vzH//xH2RlZdHS0kJ+fj5RUVEUFBS0yyPjO9E6j3nkyJE89thj3H///VRUVLB3716ys7PR6XTodDrl+uLiYiIiIggNDWX58uUSCIWwILbmLkAIYflax3Wp1eo2x38+yqukpAQ3N7c2521tbXF2dpZxX3fovvvuY/LkyUyePJmGhga2b99OUlISzzzzDLa2tly5coUJEybw9ttvW8R6vNZ5zP3796epqYny8nLWr1/Pe++9h1qt5oknniAnJ4egoCC++OILs/VDFELcmPyKJoQQVqBHjx5ERUWRmJhIRkYGzc3NDB48mPT0dIYMGcLrr7/Ojh07uHLlirlLBf5/HvPs2bMpKipi9uzZ6HQ6Tp48SU5ODgsWLGDfvn13tKlGCNExJBQKIX5Va781vV7f5rher1fO9e3bVxmf1qq5uZmKigrp19aOjh8/zvjx45k1axY//PADxcXFfPvtt/Ts2ZNXX32VgQMH8qc//Ym0tDQaGhrMXS5wdU3qmjVr8PHx4dKlS3z88ceUlpYSHh6Oh4cHb7zxBgcOHDB3mULc9SQUCiF+lbe3N3379iU9PV05Vl1dTU5ODiEhIQCEhIRgMBjarB/buXMnRqOR4ODgTq+5Kzp+/DihoaG89NJLfPDBB6hUKmxtbXniiSdYvnw5586dIyUlBWdnZ+bMmYO3tzcvv/wyGzdupL6+3iw1V1VVodFocHd357vvvsPe3p7o6GhWr16NXq/nyy+/pKGhgcOHD5ulPiHE/5Pdx0II4Gpbk5MnTwIQEBDA0qVLCQ0NxdnZGQ8PDxISEvjoo4/atKQ5dOjQdS1p9Ho9K1euVFrSBAYGSkuadvL3v/+dCxcusGTJkl9dQ2g0Gvnhhx9Yv349ycnJ6PV6xo8fj0ajYcKECfTu3bvD662pqUGj0WBvb8/GjRuV7xMhhGWSUCiEACAjI4PQ0NDrjk+fPp3ExERMJhMLFy5k1apVGAwGxowZw/LlyxkyZIhybUVFBXFxcWzatAkbGxumTJnCsmXLOiWAiJszGo3s37+f9evXo9VqOXfuHGFhYWg0GiIiIrC3t2/3jSp1dXVMnjwZW1tbNm/efNP2NEIIyyGhUAgh7iImk4kff/yRdevWkZycTGFhIU888QQajYbIyEicnJx+c0C8fPkyTz/9NM3NzaSlpckvBUJYCQmFQghxlzKZTBw7dkx5xPzjjz/y2GOPERMTQ2RkJK6urrcdEBsaGoiNjaWmpoatW7fi4ODQQdULIdqbhEIhhBCYTCZOnTpFUlISWq2W/Px8Hn30UTQaDdHR0fTr1+9XA2JjYyPPP/88er2e7du34+Tk1EnVCyHag4RCIYQQbZhMJs6ePasExJycHEaNGkV0dDQajYYBAwZcFxCbmpp48cUXOXPmDOnp6fTp08dM1Qsh7pS0pBFCWJ3MzEyioqJwd3dHpVKRkpKinGtqamL+/PkMGzaMXr164e7uzosvvsjFixfbvEZFRQXTpk3D3t4eR0dHXnnlFWprazv5I7FMKpUKT09P5s6dy549e/jpp5+IjY1l69atDBs2jNDQUD7++GNOnz6NyWSiubmZP/zhD5w6dYrt27dLIBTCSsmdQiGE1UlLSyMrK4uRI0cyefJkkpOTiYmJAa72xXv66aeZOXMmw4cPp7KykjfffJOWlhby8vKU1wgPD6e4uJjPP/9caZ8TFBQk7XN+gclkQq/Xk5KSglarJSMjAz8/P1QqFfX19WRmZkqjciGsmIRCIYRVU6lUbULhjeTm5jJq1CjOnDmDh4cHR48exd/fn9zcXAIDAwHYunUrERERnD9/Hnd3906q3nqZTCYqKipYs2YNH330Ebt372bQoEHmLksI8RvI42MhRJdXVVWFSqXC0dERgOzsbBwdHZVACBAWFoaNjQ05OTlmqtK6qFQq+vTpw+zZs7lw4YIEQiG6AAmFQoguraGhgfnz5/Pss89ib28PQElJCW5ubm2us7W1xdnZmZKSEnOUKYQQZiehUAjRZTU1NTF16lRMJhMrVqwwdzlCCGHRbM1dgBBCdITWQHjmzBl27typ3CUE6Nu3L6WlpW2ub25upqKiQjZKCCHuWnKnUAjR5bQGwhMnTrBjx47rWqSEhIRgMBjQ6XTKsZ07d2I0GgkODu7scoUQwiLInUIhhNWpra3l5MmTyt+Lioo4cOAAzs7O9OvXj6effpr8/HxSU1NpaWlR1gk6OzvTvXt3/Pz8mDBhAjNnzmTlypU0NTURFxdHbGys7DwWQty1pCWNEMLqZGRkEBoaet3x6dOns2jRIry9vW/4drt27WLcuHHA1ebVcXFxbNq0CRsbG6ZMmcKyZcvo3bt3R5YuhBAWS0KhEEIIIYSQNYVCCCGsy2effYaXlxc9evQgODiYH374wdwlCdElSCgUQghhNb777jvmzp3LwoULyc/PZ/jw4YwfP/663eRCiNsnj4+FEEJYjeDgYIKCgvjHP/4BgNFoZMCAAcyePZsFCxaYuTohrJvcKRRCCGEVrly5gk6nIywsTDlmY2NDWFgY2dnZZqxMiK5BQqEQQnSwzMxMoqKicHd3R6VSkZKSctNrX331VVQqFZ988kmb4xUVFUybNg17e3scHR155ZVXqK2t7djCLUx5eTktLS2o1eo2x9VqtYwnFKIdSCgUQogOVldXx/Dhw/nss89+8brk5GT27dt3w16J06ZN4/Dhw2zfvp3U1FQyMzP54x//2FElCyHuQtK8WgghOlh4eDjh4eG/eM2FCxeYPXs227ZtY+LEiW3OHT16lK1bt5Kbm0tgYCAAf//734mIiOCvf/3rXdNw28XFhXvuuQe9Xt/muF6vl/GEQrQDuVMohBBmZjQaeeGFF3j77bcZOnTodeezs7NxdHRUAiFAWFgYNjY25OTkdGapZtW9e3dGjhxJenq6csxoNJKenk5ISIgZKxOia5A7hUIIYWYJCQnY2tryxhtv3PB8SUkJbm5ubY7Z2tri7Ox8162lmzt3LtOnTycwMJBRo0bxySefUFdXx4wZM8xdmhBWT0KhEEKYkU6n49NPPyU/Px+VSmXucizeM888Q1lZGe+99x4lJSWMGDGCrVu3Xrf5RAhx++TxsRBCmNGePXsoLS3Fw8MDW1tbbG1tOXPmDPHx8Xh5eQHQt2/f65ozNzc3U1FRcVeupYuLi+PMmTM0NjaSk5NDcHCwuUsSokuQO4VCCGFGL7zwQpu+ewDjx4/nhRdeUB6JhoSEYDAY0Ol0jBw5EoCdO3diNBolEAkh2o2EQiGE6GC1tbWcPHlS+XtRUREHDhzA2dkZDw8P+vTp0+b6bt260bdvXx544AEA/Pz8mDBhAjNnzmTlypU0NTURFxdHbGzsXbPzWAjR8eTxsRBCdLC8vDwCAgIICAgArm6WCAgI4L333rvl1/jXv/6Fr68vTz75JBEREYwZM4ZVq1Z1VMlCiLuQzD4WQgghhBByp1AIIYQQQkgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEEgoFEIIIYQQSCgUQgghhBBIKBRCCCGEEMD/AVf3RggbAKiGAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "msn_vis.plot_mesh(mesh_vertice[0],mesh_face[0]) # visualize the first mesh"
      ],
      "metadata": {
        "id": "xz1cEHDYOD9K"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Downsample the mask and decimate the mesh:"
      ],
      "metadata": {
        "id": "jMBbK6E0On20"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "downsampled_mask=msn_transformer.mask_downsampling(volume[0],[128,128,128]) # downsample the first volume from (256,256,256) to (128,128,128)\n",
        "msn_saver.save_nifti(downsampled_mask,'downsampled.nii.gz')  # save the downsampled mask\n",
        "msn_vis.plot_mask_projection(downsampled_mask)  # visualize the downsampled mask\n",
        "decimatedmesh, new_verts, new_faces=msn_transformer.mesh_decimation(mesh_vertice[0],mesh_face[0],target_num_faces=20000)  # decimate the first mesh to 20000 triangules\n",
        "msn_saver.save_stl(new_verts,new_faces,'decimated.stl') # save the decimated mesh to stl"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        },
        "id": "LgqVGyFQOwjP",
        "outputId": "04f6e64e-a6c8-4529-a17b-da512505237d"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "original num vertices 14553\n",
            "original num faces 46224\n",
            "final num vertices 33640\n",
            "final num faces 19997\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<trimesh.Trimesh(vertices.shape=(10187, 3), faces.shape=(20368, 3))>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Delete all data generated:"
      ],
      "metadata": {
        "id": "IjItKv1uRDPI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python -m MedShapeNetCore clean"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WZHVbHU_RLKt",
        "outputId": "fbda11fa-67e5-471e-e82c-28769e3953c4"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "deleting all files generated by MedShapeNet...\n"
          ]
        }
      ]
    }
  ]
}